Cyber-Physical Systems Laboratory - User contributions [en]

Lab Members

2024-07-18T20:33:50Z

Lu: /* PhD Students */

{| align="left"
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[[Image:2017_Spring_Celebration.png|thumb|right|700px|Lab Members]]

 

== Faculty ==
* [http://www.cs.wustl.edu/~lu/ Chenyang Lu]

== PhD Students ==

'''Current'''

* Hangyue Li: AI for Science
* [https://sites.google.com/view/hliu/ Hanyang Liu]: Machine Learning for Healthcare
* Claire Najjuuko
* Ruiqi Wang: Edge Computing
* Ben Warner
* Ziqi Xu: Machine Learning for Healthcare
* [https://sites.google.com/view/jingwenz/ Jingwen Zhang]: AI for Health with Wearables
* Daoyi Zhu

'''Graduated'''
* [http://www.rahavdor.com Rahav Dor]
* [https://sites.wustl.edu/xuebing/ Bing Xue]: Research Scientist, Meta.
* Ruixuan Dai (PhD 2022): Software Engineer, Google
* Dingwen Li (PhD 2021): Research Engineer, QCraft
* [https://www.linkedin.com/in/haoran-li-3287a049/ Haoran Li] (PhD 2021): Software Engineer, Amazon
* [https://yehancpsl.github.io Yehan Ma] (PhD 2020): Assistant Professor, Shanghai Jiao Tong University
* Chong Li (PhD 2020): Software Engineer, Ant Group
* [https://wangc86.github.io/ Chao Wang] (PhD 2019, with Chris Gill): Assistant Professor, National Taiwan Normal University
* Dolvara Gunatilaka (PhD 2019): Instructor, Mahidol University
* [https://web.njit.edu/~jingli/ Jing Li] (PhD 2017, with Kunal Agrawal): Assistant Professor, New Jersey Institute of Technology ('''NSF CAREER Awardee''')
* [http://www.cse.wustl.edu/~boli/ Bo Li] (PhD 2015): Startup
* [https://www.linkedin.com/in/chengjie-wu-83630b28/ Chengjie Wu] (PhD 2014): Research Scientist, Facebook
* [https://www.linkedin.com/in/xisisu/ Sisu Xi] (PhD 2014, with Chris Gill): Software Engineer, Google
* [http://www.cs.binghamton.edu/~msha/ Mo Sha] (PhD 2014): Associate Professor, Florida International University ('''NSF CAREER Awardee''')
* [https://www.abusayeedsaifullah.com/ Abusayeed Saifullah] (PhD 2014): Associate Professor, Wayne State University ('''NSF CAREER Awardee''')
* Yong Fu (PhD 2013): Senior Machine Learning Engineer, Unity
* [https://www.linkedin.com/pub/greg-hackmann/41/369/673 Greg Hackmann] (PhD 2011): Software Engineer, Apple
* [https://sites.google.com/site/ochipara/ Octav Chipara] (PhD 2010, with Catalin Roman): Associate Professor, University of Iowa ('''NSF CAREER Awardee''')
* [https://www.linkedin.com/in/chien-liang-fok-a0019936/ Chien-Liang Fok] (PhD 2009, with Catalin Roman): Researcher, Toyota Research Institute.
* [https://sites.google.com/site/sbhatta/ Sangeeta Bhattacharya] (PhD 2008, with Catalin Roman): Research Scientist, Intel Research (India).
* Yuanfang Zhang (PhD 2008, with Chris Gill): Developer, Microsoft Research (Redmond).
* [http://www2.ece.ohio-state.edu/~xwang/ Xiaorui Wang] (PhD 2006): Professor, Ohio State University ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://staff.ie.cuhk.edu.hk/~glxing/ Guoliang Xing] (PhD 2006): Professor, Chinese University of Hong Kong. ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://www.linkedin.com/in/qhuang/ Qingfeng Huang] (PhD 2003, with Catalin Roman): Startup.

Lab Members

2024-07-18T20:32:29Z

Lu: /* PhD Students */

{| align="left"
| __TOC__
|}

[[Image:2017_Spring_Celebration.png|thumb|right|700px|Lab Members]]

 

== Faculty ==
* [http://www.cs.wustl.edu/~lu/ Chenyang Lu]

== PhD Students ==

'''Current'''

* Hangyue Li: AI for Science
* [https://sites.google.com/view/hliu/ Hanyang Liu]: Machine Learning for Healthcare
* [https://sites.google.com/view/jingwenz/ Jingwen Zhang]: Internet of Medical Things for Healthcare
* Claire Najjuuko
* Ruiqi Wang: Edge Computing
* Ben Warner
* Ziqi Xu: Machine Learning for Healthcare
* Daoyi Zhu

'''Graduated'''
* [http://www.rahavdor.com Rahav Dor]
* [https://sites.wustl.edu/xuebing/ Bing Xue]: Research Scientist, Meta.
* Ruixuan Dai (PhD 2022): Software Engineer, Google
* Dingwen Li (PhD 2021): Research Engineer, QCraft
* [https://www.linkedin.com/in/haoran-li-3287a049/ Haoran Li] (PhD 2021): Software Engineer, Amazon
* [https://yehancpsl.github.io Yehan Ma] (PhD 2020): Assistant Professor, Shanghai Jiao Tong University
* Chong Li (PhD 2020): Software Engineer, Ant Group
* [https://wangc86.github.io/ Chao Wang] (PhD 2019, with Chris Gill): Assistant Professor, National Taiwan Normal University
* Dolvara Gunatilaka (PhD 2019): Instructor, Mahidol University
* [https://web.njit.edu/~jingli/ Jing Li] (PhD 2017, with Kunal Agrawal): Assistant Professor, New Jersey Institute of Technology ('''NSF CAREER Awardee''')
* [http://www.cse.wustl.edu/~boli/ Bo Li] (PhD 2015): Startup
* [https://www.linkedin.com/in/chengjie-wu-83630b28/ Chengjie Wu] (PhD 2014): Research Scientist, Facebook
* [https://www.linkedin.com/in/xisisu/ Sisu Xi] (PhD 2014, with Chris Gill): Software Engineer, Google
* [http://www.cs.binghamton.edu/~msha/ Mo Sha] (PhD 2014): Associate Professor, Florida International University ('''NSF CAREER Awardee''')
* [https://www.abusayeedsaifullah.com/ Abusayeed Saifullah] (PhD 2014): Associate Professor, Wayne State University ('''NSF CAREER Awardee''')
* Yong Fu (PhD 2013): Senior Machine Learning Engineer, Unity
* [https://www.linkedin.com/pub/greg-hackmann/41/369/673 Greg Hackmann] (PhD 2011): Software Engineer, Apple
* [https://sites.google.com/site/ochipara/ Octav Chipara] (PhD 2010, with Catalin Roman): Associate Professor, University of Iowa ('''NSF CAREER Awardee''')
* [https://www.linkedin.com/in/chien-liang-fok-a0019936/ Chien-Liang Fok] (PhD 2009, with Catalin Roman): Researcher, Toyota Research Institute.
* [https://sites.google.com/site/sbhatta/ Sangeeta Bhattacharya] (PhD 2008, with Catalin Roman): Research Scientist, Intel Research (India).
* Yuanfang Zhang (PhD 2008, with Chris Gill): Developer, Microsoft Research (Redmond).
* [http://www2.ece.ohio-state.edu/~xwang/ Xiaorui Wang] (PhD 2006): Professor, Ohio State University ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://staff.ie.cuhk.edu.hk/~glxing/ Guoliang Xing] (PhD 2006): Professor, Chinese University of Hong Kong. ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://www.linkedin.com/in/qhuang/ Qingfeng Huang] (PhD 2003, with Catalin Roman): Startup.

Lab Members

2024-07-18T20:31:30Z

Lu: /* PhD Students */

{| align="left"
| __TOC__
|}

[[Image:2017_Spring_Celebration.png|thumb|right|700px|Lab Members]]

 

== Faculty ==
* [http://www.cs.wustl.edu/~lu/ Chenyang Lu]

== PhD Students ==

'''Current'''

* Hangyue Li: AI for Science
* [https://sites.google.com/view/hliu/ Hanyang Liu]: Machine Learning for Healthcare
* [https://sites.google.com/view/jingwenz/ Jingwen Zhang]: Internet of Medical Things for Healthcare
* Claire Najjuuko
* Ruiqi Wang: Edge Computing
* Ben Warner
* Ziqi Xu: Machine Learning for Healthcare
* Daoyi Zhu

'''Graduated'''
* [http://www.rahavdor.com Rahav Dor]
* [https://sites.wustl.edu/xuebing/ Bing Xue]: Research Scientist, Meta.
* Ruixuan Dai (PhD 2022): Software Engineer, Google
* Dingwen Li (PhD 2021): Research Engineer, QCraft
* [https://www.linkedin.com/in/haoran-li-3287a049/ Haoran Li] (PhD 2021): Software Engineer, Amazon
* [https://yehancpsl.github.io Yehan Ma] (PhD 2020): Assistant Professor, Shanghai Jiao Tong University
* Chong Li (PhD 2020): Software Engineer, Ant Group
* [https://wangc86.github.io/ Chao Wang] (PhD 2019, with Chris Gill): Assistant Professor, National Taiwan Normal University
* Dolvara Gunatilaka (PhD 2019): Instructor, Mahidol University
* [https://web.njit.edu/~jingli/ Jing Li] (PhD 2017, with Kunal Agrawal): Assistant Professor, New Jersey Institute of Technology
* [http://www.cse.wustl.edu/~boli/ Bo Li] (PhD 2015): Startup
* [https://www.linkedin.com/in/chengjie-wu-83630b28/ Chengjie Wu] (PhD 2014): Research Scientist, Facebook
* [https://www.linkedin.com/in/xisisu/ Sisu Xi] (PhD 2014, with Chris Gill): Software Engineer, Google
* [http://www.cs.binghamton.edu/~msha/ Mo Sha] (PhD 2014): Associate Professor, Florida International University ('''NSF CAREER Awardee''')
* [https://www.abusayeedsaifullah.com/ Abusayeed Saifullah] (PhD 2014): Associate Professor, Wayne State University ('''NSF CAREER Awardee''')
* Yong Fu (PhD 2013): Senior Machine Learning Engineer, Unity
* [https://www.linkedin.com/pub/greg-hackmann/41/369/673 Greg Hackmann] (PhD 2011): Software Engineer, Apple
* [https://sites.google.com/site/ochipara/ Octav Chipara] (PhD 2010, with Catalin Roman): Associate Professor, University of Iowa ('''NSF CAREER Awardee''')
* [https://www.linkedin.com/in/chien-liang-fok-a0019936/ Chien-Liang Fok] (PhD 2009, with Catalin Roman): Researcher, Toyota Research Institute.
* [https://sites.google.com/site/sbhatta/ Sangeeta Bhattacharya] (PhD 2008, with Catalin Roman): Research Scientist, Intel Research (India).
* Yuanfang Zhang (PhD 2008, with Chris Gill): Developer, Microsoft Research (Redmond).
* [http://www2.ece.ohio-state.edu/~xwang/ Xiaorui Wang] (PhD 2006): Professor, Ohio State University ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://staff.ie.cuhk.edu.hk/~glxing/ Guoliang Xing] (PhD 2006): Professor, Chinese University of Hong Kong. ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://www.linkedin.com/in/qhuang/ Qingfeng Huang] (PhD 2003, with Catalin Roman): Startup.

Research Seminar

2024-02-12T18:05:01Z

Lu: Changed redirect target from CSE 7005 Research Seminar on AI for Health to CSE 7300 Research Seminar

#REDIRECT [[CSE 7300 Research Seminar]]

Research Seminar

2024-02-12T18:03:38Z

Lu: Changed redirect target from CSE 7300 Research Seminar to CSE 7005 Research Seminar on AI for Health

#REDIRECT [[CSE 7005 Research Seminar on AI for Health]]

CSE 7300 Research Seminar

2024-02-12T18:00:01Z

Lu:

{| align="right"
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|}

* '''Theme: AI for Health'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2024'''
* '''Time''': Wednesday at 1 PM
* '''Location''': McKelvey 1030
* '''[http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf Guidelines]''':
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), NEJM AI ([https://ai.nejm.org/])

==Presentation Schedule==
=== ---Jan 24 ---===
Hangyue

Krishnamachari, Kiran, See-Kiong Ng, and Chuan-Sheng Foo. "Mitigating Real-World Distribution Shifts in the Fourier Domain." Transactions on Machine Learning Research (2023). [https://openreview.net/pdf?id=lu4oAq55iK]

=== ---Jan 31 ---===
Ruiqi

Faure, Gueter Josmy, Min-Hung Chen, and Shang-Hong Lai. "Holistic interaction transformer network for action detection." In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, pp. 3340-3350. 2023. [https://openaccess.thecvf.com/content/WACV2023/papers/Faure_Holistic_Interaction_Transformer_Network_for_Action_Detection_WACV_2023_paper.pdf]

=== ---Feb 07 ---===
Jizhou

Parikh, Harsh, Quinn Lanners, Zade Akras, Sahar F. Zafar, M. Brandon Westover, Cynthia Rudin, and Alexander Volfovsky. "Estimating Trustworthy and Safe Optimal Treatment Regimes." arXiv preprint arXiv:2310.15333 (2023). [https://arxiv.org/pdf/2310.15333.pdf]

=== ---Feb 14 ---===
Ben

M. Wornow, R. Thapa, E. Steinberg, J. A. Fries, and N. H. Shah, “EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models.” arXiv, Dec. 11, 2023. doi: 10.48550/arXiv.2307.02028.

L. L. Guo et al., “A Multi-Center Study on the Adaptability of a Shared Foundation Model for Electronic Health Records.” arXiv, Nov. 19, 2023. Available: http://arxiv.org/abs/2311.11483

=== ---Feb 21 ---===
Quan

=== ---Feb 28 ---===
Ziqi

Oral exam practice

=== ---Mar 06 ---===
Jiaming

=== ---Mar 13 ---===
Spring Break

=== ---Mar 20 ---===
Charles

=== ---Mar 27 ---===
Claire

=== ---Apr 03 ---===
Zebo

=== ---Apr 10 ---===
Jingwen

=== ---Apr 17 ---===
Hanyang

=== ---Apr 24 ---===
Daoyi

==Previous Semesters==
* [[Seminar Fall 2023|Fall 2023]]
* [[Seminar Spring 2023|Spring 2023]]
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-03-09T16:38:06Z

Lu: /* ---Apr 19 --- */

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''[http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf Guidelines]''':
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020. [https://arxiv.org/abs/1906.05849]

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597 [https://ieeexplore.ieee.org/document/9878640]

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

Malinin, Andrey, Liudmila Prokhorenkova, and Aleksei Ustimenko. “Uncertainty in Gradient Boosting via Ensembles.” International Conference on Learning Representations, 2021.
https://arxiv.org/abs/2006.10562

=== ---Mar 08 ---===
Andrew

Martinez, Natalia, Martin Bertran, and Guillermo Sapiro. "Minimax pareto fairness: A multi objective perspective." International Conference on Machine Learning. PMLR, 2020. [http://proceedings.mlr.press/v119/martinez20a/martinez20a.pdf].

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Bye Week

=== ---Mar 29 ---===
Hangyue

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===
Charles

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-03-09T05:49:58Z

Lu: /* ---Mar 29 --- */

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''[http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf Guidelines]''':
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020. [https://arxiv.org/abs/1906.05849]

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597 [https://ieeexplore.ieee.org/document/9878640]

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

Malinin, Andrey, Liudmila Prokhorenkova, and Aleksei Ustimenko. “Uncertainty in Gradient Boosting via Ensembles.” International Conference on Learning Representations, 2021.
https://arxiv.org/abs/2006.10562

=== ---Mar 08 ---===
Andrew

Martinez, Natalia, Martin Bertran, and Guillermo Sapiro. "Minimax pareto fairness: A multi objective perspective." International Conference on Machine Learning. PMLR, 2020. [http://proceedings.mlr.press/v119/martinez20a/martinez20a.pdf].

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Bye Week

=== ---Mar 29 ---===
Hangyue

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-03-09T05:49:39Z

Lu: /* ---Mar 22 --- */

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''[http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf Guidelines]''':
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020. [https://arxiv.org/abs/1906.05849]

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597 [https://ieeexplore.ieee.org/document/9878640]

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

Malinin, Andrey, Liudmila Prokhorenkova, and Aleksei Ustimenko. “Uncertainty in Gradient Boosting via Ensembles.” International Conference on Learning Representations, 2021.
https://arxiv.org/abs/2006.10562

=== ---Mar 08 ---===
Andrew

Martinez, Natalia, Martin Bertran, and Guillermo Sapiro. "Minimax pareto fairness: A multi objective perspective." International Conference on Machine Learning. PMLR, 2020. [http://proceedings.mlr.press/v119/martinez20a/martinez20a.pdf].

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Bye Week

=== ---Mar 29 ---===

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-03-09T05:49:21Z

Lu: /* ---Mar 22 --- */

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''[http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf Guidelines]''':
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020. [https://arxiv.org/abs/1906.05849]

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597 [https://ieeexplore.ieee.org/document/9878640]

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

Malinin, Andrey, Liudmila Prokhorenkova, and Aleksei Ustimenko. “Uncertainty in Gradient Boosting via Ensembles.” International Conference on Learning Representations, 2021.
https://arxiv.org/abs/2006.10562

=== ---Mar 08 ---===
Andrew

Martinez, Natalia, Martin Bertran, and Guillermo Sapiro. "Minimax pareto fairness: A multi objective perspective." International Conference on Machine Learning. PMLR, 2020. [http://proceedings.mlr.press/v119/martinez20a/martinez20a.pdf].

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Bye Week - No Presentation

=== ---Mar 29 ---===

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-03-09T05:48:51Z

Lu: /* ---Mar 22 --- */

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''[http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf Guidelines]''':
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020. [https://arxiv.org/abs/1906.05849]

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597 [https://ieeexplore.ieee.org/document/9878640]

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

Malinin, Andrey, Liudmila Prokhorenkova, and Aleksei Ustimenko. “Uncertainty in Gradient Boosting via Ensembles.” International Conference on Learning Representations, 2021.
https://arxiv.org/abs/2006.10562

=== ---Mar 08 ---===
Andrew

Martinez, Natalia, Martin Bertran, and Guillermo Sapiro. "Minimax pareto fairness: A multi objective perspective." International Conference on Machine Learning. PMLR, 2020. [http://proceedings.mlr.press/v119/martinez20a/martinez20a.pdf].

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
No seminar

=== ---Mar 29 ---===

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-25T06:04:20Z

Lu:

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''[http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf Guidelines]''':
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

Malinin, Andrey, Liudmila Prokhorenkova, and Aleksei Ustimenko. “Uncertainty in Gradient Boosting via Ensembles.” International Conference on Learning Representations, 2021.
https://arxiv.org/abs/2006.10562

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-25T06:03:24Z

Lu:

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''Guidelines''': [http://www.cse.wustl.edu/~lu/talks/seminar_guidelines.pdf]
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

Malinin, Andrey, Liudmila Prokhorenkova, and Aleksei Ustimenko. “Uncertainty in Gradient Boosting via Ensembles.” International Conference on Learning Representations, 2021.
https://arxiv.org/abs/2006.10562

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-15T21:52:50Z

Lu: /* ---Feb 22 --- */

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

F. Cheng et al., "VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models," in IEEE Transactions on Visualization and Computer Graphics, vol. 28, no. 1, pp. 378-388, Jan. 2022, doi: 10.1109/TVCG.2021.3114836.
https://arxiv.org/pdf/2108.02550.pdf

=== ---Mar 01 ---===
Jingwen

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-12T20:21:59Z

Lu: /* ---Mar 29 --- */

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

=== ---Mar 01 ---===
Jingwen

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-10T23:20:08Z

Lu:

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030
* '''Recommended sources:''' NeurIPS ([http://nips.cc/]), ICML ([http://icml.cc/]), AAAI ([http://www.aaai.org/]), SIGKDD ([http://www.kdd.org/]), IJCAI ([http://www.ijcai.org/]), IMWUT ([http://dl.acm.org/journal/imwut]), HEALTH ([http://dl.acm.org/journal/health]), Digital Medicine ([http://www.nature.com/npjdigitalmed/]), Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201]), SenSys, MobiSys, MobiCom

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

=== ---Mar 01 ---===
Jingwen

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===
Daoyi

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-10T23:15:43Z

Lu:

{| align="right"
| __TOC__
|}

* '''Theme: AI and IoT for Medicine (AIM)'''
* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* HEALTH ([http://dl.acm.org/journal/health])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

=== ---Mar 01 ---===
Jingwen

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===
Daoyi

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-10T22:47:10Z

Lu:

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* HEALTH ([http://dl.acm.org/journal/health])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

=== ---Mar 01 ---===
Jingwen

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===
Daoyi

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2023-02-10T22:45:00Z

Lu: /* ---Feb 15 --- */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2023'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': TBD.

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* IMWUT ([http://dl.acm.org/journal/imwut])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Jan 25 ---===
Jaehwan

Jeong, Joo Seong, et al. "Band: coordinated multi-DNN inference on heterogeneous mobile processors." Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services. 2022.[https://dl.acm.org/doi/10.1145/3498361.3538948]

=== ---Feb 01 ---===
Hanyang

Contrastive multiview learning and its applications

Tian, Yonglong, Dilip Krishnan, and Phillip Isola. "Contrastive multiview coding." Computer Vision–ECCV 2020: 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part XI 16. Springer International Publishing, 2020.

Other related papers:

InfoXLM: An Information-Theoretic Framework for Cross-Lingual Language Model Pre-Training

Contrastive Learning with Cross-Modal Knowledge Mining for Multimodal Human Activity Recognition

Multi-level Feature Learning for Contrastive Multi-view Clustering

=== ---Feb 08 ---===
Ziqi

Mingcheng Chen. et al. Task-wise Split Gradient Boosting Trees for Multi-center Diabetes Prediction. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining (KDD ’21). Association for Computing Machinery, New York, NY, USA, 2663–2673.[https://doi.org/10.1145/3447548.3467123]

=== ---Feb 15 ---===
Ruiqi

Chao-Yuan Wu, Yanghao Li, Karttikeya Mangalam, Haoqi Fan, Bo Xiong, Jitendra Malik, Christoph Feichtenhofer; MeMViT: Memory-Augmented Multiscale Vision Transformer for Efficient Long-Term Video Recognition. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 13587-13597

=== ---Feb 22 ---===
Melanie

=== ---Mar 01 ---===
Jingwen

=== ---Mar 08 ---===
Andrew

=== ---Mar 15 ---===
Spring Break

=== ---Mar 22 ---===
Hangyue

=== ---Mar 29 ---===
Daoyi

=== ---Apr 05 ---===
Ye

=== ---Apr 12 ---===
Bing

=== ---Apr 19 ---===

=== ---Apr 26 ---===

==Previous Semesters==
* [[Seminar Fall 2022|Fall 2022]]
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2022-10-26T19:59:29Z

Lu:

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Fall 2022'''
* '''Time''': Wednesday at 11am-12pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* IMWUT ([http://dl.acm.org/journal/imwut])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Oct 26 ---===
Bing: Latent diffusion models

* Rombach, Robin, et al. "High-resolution image synthesis with latent diffusion models." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022. [https://arxiv.org/abs/2112.10752]
* Ramesh, Aditya, et al. "Hierarchical text-conditional image generation with clip latents." arXiv preprint arXiv:2204.06125 (2022) [https://arxiv.org/abs/2204.06125]

=== ---Nov 02 ---===
Jingwen

=== ---Nov 09 ---===
Hanyang

=== ---Nov 16 ---===
Ziqi

=== ---Nov 30 ---===
Ruiqi

=== ---Dec 07 ---===
Jaehwan

==Previous Semesters==
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2022-10-26T05:02:57Z

Lu: /* ---Oct 26 --- */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Fall 2022'''
* '''Time''': Wednesday at 1pm-1:50pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* IMWUT ([http://dl.acm.org/journal/imwut])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Oct 26 ---===
Bing: Latent diffusion models

* Rombach, Robin, et al. "High-resolution image synthesis with latent diffusion models." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022. [https://arxiv.org/abs/2112.10752]
* Ramesh, Aditya, et al. "Hierarchical text-conditional image generation with clip latents." arXiv preprint arXiv:2204.06125 (2022) [https://arxiv.org/abs/2204.06125]

=== ---Nov 02 ---===
Jingwen

=== ---Nov 09 ---===
Hanyang

=== ---Nov 16 ---===
Ziqi

=== ---Nov 30 ---===
Ruiqi

=== ---Dec 07 ---===
Jaehwan

==Previous Semesters==
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2022-10-26T05:02:39Z

Lu: /* ---Oct 26 --- */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Fall 2022'''
* '''Time''': Wednesday at 1pm-1:50pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* IMWUT ([http://dl.acm.org/journal/imwut])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Oct 26 ---===
Bing

Latent diffusion models

* Rombach, Robin, et al. "High-resolution image synthesis with latent diffusion models." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022. [https://arxiv.org/abs/2112.10752]
* Ramesh, Aditya, et al. "Hierarchical text-conditional image generation with clip latents." arXiv preprint arXiv:2204.06125 (2022) [https://arxiv.org/abs/2204.06125]

=== ---Nov 02 ---===
Jingwen

=== ---Nov 09 ---===
Hanyang

=== ---Nov 16 ---===
Ziqi

=== ---Nov 30 ---===
Ruiqi

=== ---Dec 07 ---===
Jaehwan

==Previous Semesters==
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2022-10-26T05:01:36Z

Lu: /* ---Oct 26 --- */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Fall 2022'''
* '''Time''': Wednesday at 1pm-1:50pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* IMWUT ([http://dl.acm.org/journal/imwut])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Oct 26 ---===
Bing
Latent diffusion models
* Rombach, Robin, et al. "High-resolution image synthesis with latent diffusion models." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022. [https://arxiv.org/abs/2112.10752]
* Ramesh, Aditya, et al. "Hierarchical text-conditional image generation with clip latents." arXiv preprint arXiv:2204.06125 (2022) [https://arxiv.org/abs/2204.06125]

=== ---Nov 02 ---===
Jingwen

=== ---Nov 09 ---===
Hanyang

=== ---Nov 16 ---===
Ziqi

=== ---Nov 30 ---===
Ruiqi

=== ---Dec 07 ---===
Jaehwan

==Previous Semesters==
* [[Seminar Summer 2022|Summer 2022]]
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Fall 2021|Fall 2021]]
* [[Seminar Summer 2021|Summer 2021]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Summer 2020|Summer 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Cyber-Physical Systems Laboratory

2022-10-13T02:56:17Z

Lu:

__NOTOC__
The Cyber-Physical Systems Laboratory (CPSL) at [http://www.wustl.edu/ Washington University] performs cutting-edge research on AI and machine learning for healthcare, mobile health, real-time systems, Internet of Things, and cyber-physical systems that cross-cut computing and other disciplines.

* '''[News]''' [https://engineering.wustl.edu/news/2022/Lu-wins-award-for-most-influential-paper-in-real-time-systems.html Lu Wins Award for Most Influential Paper in Real-Time Systems]
* '''[Paper]''' [https://www.cse.wustl.edu/%7Elu/papers/sp22-rt-tee.pdf RT-TEE: Real-Time System Availability for Cyber-Physical Systems Using ARM TrustZone ] [SP'22]
* '''[Paper]''' [https://doi.org/10.1016/j.jad.2022.04.015 Cross-trial Prediction of Depression Remission Using Problem-solving Therapy: A Machine Learning Approach ] [Journal of Affective Disorders]

* '''[News]''' [https://www.healio.com/news/hematology-oncology/20220221/model-predicts-deterioration-of-hospitalized-patients-with-cancer Model Predicts Deterioration of Hospitalized Patients with Cancer] (Healio)
* '''[News]''' [https://www.dicardiology.com/content/new-fitbit-does-more-count-steps-it-may-save-your-life-one-day That new Fitbit does more than count steps. It may save your life one day.] (Diagnostic and Interventional Cardiology)
* '''[News]''' [https://the-next-byte-wevolver.simplecast.com/episodes/55-wearable-technology-but-for-your-pets Research using Fitbit and machine learning to predict surgical outcomes (featured in the Next Byte podcast)]
* '''[Paper]''' [https://pubs.asahq.org/anesthesiology/article/doi/10.1097/ALN.0000000000004139/118579/Personalized-Surgical-Transfusion-Risk-Prediction Personalized Surgical Transfusion Risk Prediction Using Machine Learning to Guide Preoperative Type and Screen Orders] [Anesthesiology]
* '''[Paper]''' [https://www.sciencedirect.com/user/error/ATP-2?pii=S1532046422000314 Predicting Physician Burnout Using Clinical Activity Logs: Model Performance and Lessons Learned] [Journal of Biomedical Informatics]
* '''[Paper]''' [https://www.sciencedirect.com/science/article/pii/S0007091221008709?via%3Dihub Continuous Real-time Prediction of Surgical Case Duration Using a Modular Artificial Neural Network] [British Journal of Anaesthesia]
* '''[News]''' [https://source.wustl.edu/2021/11/washington-people-chenyang-lu/ Washington People: Chenyang Lu (WU Press)]
* '''[News]''' [https://engineering.wustl.edu/news/2021/Wearable-fitness-trackers-help-physicians-track-patient-health.html Trackers Help Physicians Track Patient Health (WU Press)]
* '''[News]''' [https://engineering.wustl.edu/news/2021/Early-warning-system-model-predicts-deterioration-of-hospitalized-cancer-patients-based-on-clinical-data.html Early Warning System Model Predicts Deterioration of Hospitalized Cancer Patients Based on Clinical Data (WU Press)]
* '''[Editorial]''' [https://dl.acm.org/doi/pdf/10.1145/3464945 Toward a Scientific and Engineering Discipline of Cyber-Physical Systems] [[https://dl.acm.org/journal/tcps TCPS]]
* '''[Paper]''' [https://www.cse.wustl.edu/%7Elu/papers/cikm21.pdf Integrating Static and Time-Series Data in Deep Recurrent Models for Oncology Early Warning Systems] [[https://www.cikm2021.org CIKM'21]]
* '''[News]''' [https://engineering.wustl.edu/news/2021/Lu-named-editor-in-chief-of-ACM-Transactions-on-Cyber-Physical-Systems.html Dr. Chenyang Lu named Editor-in-Chief of ACM Transactions on Cyber-Physical Systems] (03/2021)
* '''[News]''' [https://www.acm.org/media-center/2021/january/fellows-2020 Dr. Chenyang Lu named ACM Fellow] [https://source.wustl.edu/2021/01/lu-named-association-for-computing-machinery-fellow/ (WU Press)] (1/2021)
* '''[Talk]''' [https://informatics.wustl.edu/event/digital-phenotyping-with-wearables-learning-from-wearable-data-to-predict-clinical-outcomes/ Digital Phenotyping with Wearables: Learning from Wearable Data to Predict Clinical Outcomes] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/interdiciplinary-advice.pdf Interdisciplinary Research: Advice and Opportunities] [Guest lecture at UIUC]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/emsoft20.pdf Exploring Edge Computing for Multi-Tier Industrial Control] [[http://esweek.hosting2.acm.org/emsoft/ EMSOFT'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20a.pdf REACT: an Agile Control Plane for Industrial Wireless Sensor-Actuator Networks] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20b.pdf Adaptive Data Replication in Real-Time Reliable Edge Computing for Internet of Things] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[News]''' [https://www.cse.wustl.edu/~lu/openings.html PhD Student Openings in AI for Healthcare]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/IoMT.html Internet of Medical Things: Predicting Clinical Outcomes and Digital Phenotyping with Wearables and Machine Learning] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/mHealth.pdf Predicting Clinical Outcomes with Wearables: Machine Learning from Small Data] [[https://mhealth.wustl.edu/ mHealth Research Core]]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/AI-for-Healthcare.pdf Machine Learning for Healthcare: From Wearables to Electronic Health Record] [AI in Health, Washington University]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/aaai20.pdf DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards] [[https://aaai.org/Conferences/AAAI-20/ AAAI'20]]

* [[News Archive]]

Cyber-Physical Systems Laboratory

2022-10-13T02:56:02Z

Lu:

__NOTOC__
The Cyber-Physical Systems Laboratory (CPSL) at [http://www.wustl.edu/ Washington University] performs cutting-edge research on AI and machine learning for healthcare, mobile health, real-time systems, Internet of Things, and cyber-physical systems that cross-cut computing and other disciplines.

== Updates ==
* '''[News]''' [https://engineering.wustl.edu/news/2022/Lu-wins-award-for-most-influential-paper-in-real-time-systems.html Lu Wins Award for Most Influential Paper in Real-Time Systems]
* '''[Paper]''' [https://www.cse.wustl.edu/%7Elu/papers/sp22-rt-tee.pdf RT-TEE: Real-Time System Availability for Cyber-Physical Systems Using ARM TrustZone ] [SP'22]
* '''[Paper]''' [https://doi.org/10.1016/j.jad.2022.04.015 Cross-trial Prediction of Depression Remission Using Problem-solving Therapy: A Machine Learning Approach ] [Journal of Affective Disorders]

* '''[News]''' [https://www.healio.com/news/hematology-oncology/20220221/model-predicts-deterioration-of-hospitalized-patients-with-cancer Model Predicts Deterioration of Hospitalized Patients with Cancer] (Healio)
* '''[News]''' [https://www.dicardiology.com/content/new-fitbit-does-more-count-steps-it-may-save-your-life-one-day That new Fitbit does more than count steps. It may save your life one day.] (Diagnostic and Interventional Cardiology)
* '''[News]''' [https://the-next-byte-wevolver.simplecast.com/episodes/55-wearable-technology-but-for-your-pets Research using Fitbit and machine learning to predict surgical outcomes (featured in the Next Byte podcast)]
* '''[Paper]''' [https://pubs.asahq.org/anesthesiology/article/doi/10.1097/ALN.0000000000004139/118579/Personalized-Surgical-Transfusion-Risk-Prediction Personalized Surgical Transfusion Risk Prediction Using Machine Learning to Guide Preoperative Type and Screen Orders] [Anesthesiology]
* '''[Paper]''' [https://www.sciencedirect.com/user/error/ATP-2?pii=S1532046422000314 Predicting Physician Burnout Using Clinical Activity Logs: Model Performance and Lessons Learned] [Journal of Biomedical Informatics]
* '''[Paper]''' [https://www.sciencedirect.com/science/article/pii/S0007091221008709?via%3Dihub Continuous Real-time Prediction of Surgical Case Duration Using a Modular Artificial Neural Network] [British Journal of Anaesthesia]
* '''[News]''' [https://source.wustl.edu/2021/11/washington-people-chenyang-lu/ Washington People: Chenyang Lu (WU Press)]
* '''[News]''' [https://engineering.wustl.edu/news/2021/Wearable-fitness-trackers-help-physicians-track-patient-health.html Trackers Help Physicians Track Patient Health (WU Press)]
* '''[News]''' [https://engineering.wustl.edu/news/2021/Early-warning-system-model-predicts-deterioration-of-hospitalized-cancer-patients-based-on-clinical-data.html Early Warning System Model Predicts Deterioration of Hospitalized Cancer Patients Based on Clinical Data (WU Press)]
* '''[Editorial]''' [https://dl.acm.org/doi/pdf/10.1145/3464945 Toward a Scientific and Engineering Discipline of Cyber-Physical Systems] [[https://dl.acm.org/journal/tcps TCPS]]
* '''[Paper]''' [https://www.cse.wustl.edu/%7Elu/papers/cikm21.pdf Integrating Static and Time-Series Data in Deep Recurrent Models for Oncology Early Warning Systems] [[https://www.cikm2021.org CIKM'21]]
* '''[News]''' [https://engineering.wustl.edu/news/2021/Lu-named-editor-in-chief-of-ACM-Transactions-on-Cyber-Physical-Systems.html Dr. Chenyang Lu named Editor-in-Chief of ACM Transactions on Cyber-Physical Systems] (03/2021)
* '''[News]''' [https://www.acm.org/media-center/2021/january/fellows-2020 Dr. Chenyang Lu named ACM Fellow] [https://source.wustl.edu/2021/01/lu-named-association-for-computing-machinery-fellow/ (WU Press)] (1/2021)
* '''[Talk]''' [https://informatics.wustl.edu/event/digital-phenotyping-with-wearables-learning-from-wearable-data-to-predict-clinical-outcomes/ Digital Phenotyping with Wearables: Learning from Wearable Data to Predict Clinical Outcomes] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/interdiciplinary-advice.pdf Interdisciplinary Research: Advice and Opportunities] [Guest lecture at UIUC]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/emsoft20.pdf Exploring Edge Computing for Multi-Tier Industrial Control] [[http://esweek.hosting2.acm.org/emsoft/ EMSOFT'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20a.pdf REACT: an Agile Control Plane for Industrial Wireless Sensor-Actuator Networks] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20b.pdf Adaptive Data Replication in Real-Time Reliable Edge Computing for Internet of Things] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[News]''' [https://www.cse.wustl.edu/~lu/openings.html PhD Student Openings in AI for Healthcare]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/IoMT.html Internet of Medical Things: Predicting Clinical Outcomes and Digital Phenotyping with Wearables and Machine Learning] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/mHealth.pdf Predicting Clinical Outcomes with Wearables: Machine Learning from Small Data] [[https://mhealth.wustl.edu/ mHealth Research Core]]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/AI-for-Healthcare.pdf Machine Learning for Healthcare: From Wearables to Electronic Health Record] [AI in Health, Washington University]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/aaai20.pdf DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards] [[https://aaai.org/Conferences/AAAI-20/ AAAI'20]]

* [[News Archive]]

Seminar Spring 2022

2022-10-11T02:27:45Z

Lu:

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Fall 2022'''
* '''Time''': Wednesday at 1pm-1:50pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
* IMWUT ([http://dl.acm.org/journal/imwut])
* SenSys
* MobiSys
* MobiCom
* IPSN
* IoTDI

==Presentation Schedule==
=== ---Oct 12 ---===
Bing

=== ---Oct 19 ---===
Jingwen

=== ---Oct 26 ---===
Hanyang

=== ---Nov 02 ---===
Ziqi

=== ---Nov 09 ---===
Ruiqi

=== ---Nov 16 ---===
Jaehwan

=== ---Nov 30 ---===
Bing

==Previous Semesters==
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Seminar Spring 2022

2022-10-11T02:25:42Z

Lu: /* ---Cyber Physical Systems --- */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Fall 2022'''
* '''Time''': Wednesday at 1pm-1:50pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])

==Presentation Schedule==
=== ---Oct 12 ---===
Bing

=== ---Oct 19 ---===
Jingwen

=== ---Oct 26 ---===
Hanyang

=== ---Nov 02 ---===
Ziqi

=== ---Nov 09 ---===
Ruiqi

=== ---Nov 16 ---===
Jaehwan

=== ---Nov 30 ---===
Bing

==Previous Semesters==
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Seminar Spring 2022

2022-10-11T02:24:09Z

Lu:

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Fall 2022'''
* '''Time''': Wednesday at 1pm-1:50pm
* '''Location''': McKelvey 1030

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])

=== ---Cyber Physical Systems ---===

* SenSys ([http://sensys.acm.org])
* MobiCom ([https://sigmobile.org/mobicom])
* MobiSys ([http://www.sigmobile.org/mobisys])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm])
* NSDI ([https://www.usenix.org/conference/nsdi22])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi22/])

==Presentation Schedule==
=== ---Oct 12 ---===
Bing

=== ---Oct 19 ---===
Jingwen

=== ---Oct 26 ---===
Hanyang

=== ---Nov 02 ---===
Ziqi

=== ---Nov 09 ---===
Ruiqi

=== ---Nov 16 ---===
Jaehwan

=== ---Nov 30 ---===
Bing

==Previous Semesters==
* [[Seminar Spring 2022|Spring 2022]]
* [[Seminar Spring 2021|Spring 2021]]
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Lab Members

2022-08-22T16:21:18Z

Lu: /* PhD Students */

{| align="left"
| __TOC__
|}

[[Image:2017_Spring_Celebration.png|thumb|right|700px|Lab Members]]

 

== Faculty ==
* [http://www.cs.wustl.edu/~lu/ Chenyang Lu]

== PhD Students ==

'''Current'''

* [http://www.rahavdor.com Rahav Dor]: Edge Computing
* Jaehwan Jeong
* [https://sites.google.com/view/hliu/ Hanyang Liu]: Machine Learning for Healthcare
* [https://sites.wustl.edu/xuebing/ Bing Xue]: Machine Learning for Healthcare
* Ruiqi Wang: Edge Computing
* Ziqi Xu: Machine Learning for Healthcare
* Jingwen Zhang: Internet of Medical Things for Healthcare

'''Graduated'''
* Ruixuan Dai (PhD 2022): Software Engineer, Google
* Dingwen Li (PhD 2021): Research Engineer, QCraft
* [https://www.linkedin.com/in/haoran-li-3287a049/ Haoran Li] (PhD 2021): Software Engineer, Amazon
* [https://yehancpsl.github.io Yehan Ma] (PhD 2020): Assistant Professor, Shanghai Jiao Tong University
* Chong Li (PhD 2020): Software Engineer, Ant Group
* [https://wangc86.github.io/ Chao Wang] (PhD 2019, with Chris Gill): Assistant Professor, National Taiwan Normal University
* Dolvara Gunatilaka (PhD 2019): Instructor, Mahidol University
* [https://web.njit.edu/~jingli/ Jing Li] (PhD 2017, with Kunal Agrawal): Assistant Professor, New Jersey Institute of Technology
* [http://www.cse.wustl.edu/~boli/ Bo Li] (PhD 2015): Startup
* [https://www.linkedin.com/in/chengjie-wu-83630b28/ Chengjie Wu] (PhD 2014): Research Scientist, Facebook
* [https://www.linkedin.com/in/xisisu/ Sisu Xi] (PhD 2014, with Chris Gill): Software Engineer, Google
* [http://www.cs.binghamton.edu/~msha/ Mo Sha] (PhD 2014): Associate Professor, Florida International University ('''NSF CAREER Awardee''')
* [https://www.abusayeedsaifullah.com/ Abusayeed Saifullah] (PhD 2014): Associate Professor, Wayne State University ('''NSF CAREER Awardee''')
* Yong Fu (PhD 2013): Senior Machine Learning Engineer, Unity
* [https://www.linkedin.com/pub/greg-hackmann/41/369/673 Greg Hackmann] (PhD 2011): Software Engineer, Apple
* [https://sites.google.com/site/ochipara/ Octav Chipara] (PhD 2010, with Catalin Roman): Associate Professor, University of Iowa ('''NSF CAREER Awardee''')
* [https://www.linkedin.com/in/chien-liang-fok-a0019936/ Chien-Liang Fok] (PhD 2009, with Catalin Roman): Researcher, Toyota Research Institute.
* [https://sites.google.com/site/sbhatta/ Sangeeta Bhattacharya] (PhD 2008, with Catalin Roman): Research Scientist, Intel Research (India).
* Yuanfang Zhang (PhD 2008, with Chris Gill): Developer, Microsoft Research (Redmond).
* [http://www2.ece.ohio-state.edu/~xwang/ Xiaorui Wang] (PhD 2006): Professor, Ohio State University ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://staff.ie.cuhk.edu.hk/~glxing/ Guoliang Xing] (PhD 2006): Professor, Chinese University of Hong Kong. ('''NSF CAREER Awardee, IEEE Fellow''')
* [https://www.linkedin.com/in/qhuang/ Qingfeng Huang] (PhD 2003, with Catalin Roman): Startup.

Lab Members

2022-08-21T18:44:55Z

Lu: /* PhD Students */

{| align="left"
| __TOC__
|}

[[Image:2017_Spring_Celebration.png|thumb|right|700px|Lab Members]]

 

== Faculty ==
* [http://www.cs.wustl.edu/~lu/ Chenyang Lu]

== PhD Students ==

'''Current'''

* [http://www.rahavdor.com Rahav Dor]: Edge Computing
* Jaehwan Jeong
* [https://sites.google.com/view/hliu/ Hanyang Liu]: Machine Learning for Healthcare
* [https://sites.wustl.edu/xuebing/ Bing Xue]: Machine Learning for Healthcare
* Ruiqi Wang: Edge Computing
* Ziqi Xu: Machine Learning for Healthcare
* Jingwen Zhang: Internet of Medical Things for Healthcare

'''Graduated'''
* Ruixuan Dai (PhD 2022): Software Engineer, Google
* Dingwen Li (PhD 2021): Research Engineer, QCraft
* [https://www.linkedin.com/in/haoran-li-3287a049/ Haoran Li] (PhD 2021): Software Engineer, Amazon
* [https://yehancpsl.github.io Yehan Ma] (PhD 2020): Assistant Professor, Shanghai Jiao Tong University
* Chong Li (PhD 2020): Software Engineer, Ant Group
* [https://wangc86.github.io/ Chao Wang] (PhD 2019, with Chris Gill): Assistant Professor, National Taiwan Normal University
* Dolvara Gunatilaka (PhD 2019): Instructor, Mahidol University
* [https://web.njit.edu/~jingli/ Jing Li] (PhD 2017, with Kunal Agrawal): Assistant Professor, New Jersey Institute of Technology
* [http://www.cse.wustl.edu/~boli/ Bo Li] (PhD 2015): Startup
* [https://www.linkedin.com/in/chengjie-wu-83630b28/ Chengjie Wu] (PhD 2014): Research Scientist, Facebook
* [https://www.linkedin.com/in/xisisu/ Sisu Xi] (PhD 2014, with Chris Gill): Software Engineer, Google
* [http://www.cs.binghamton.edu/~msha/ Mo Sha] (PhD 2014): Associate Professor, Florida International University '''NSF CAREER Awardee'''
* [https://www.abusayeedsaifullah.com/ Abusayeed Saifullah] (PhD 2014): Associate Professor, Wayne State University '''NSF CAREER Awardee'''
* Yong Fu (PhD 2013): Senior Machine Learning Engineer, Unity
* [https://www.linkedin.com/pub/greg-hackmann/41/369/673 Greg Hackmann] (PhD 2011): Software Engineer, Apple
* [https://sites.google.com/site/ochipara/ Octav Chipara] (PhD 2010, with Catalin Roman): Associate Professor, University of Iowa '''NSF CAREER Awardee.'''
* [https://www.linkedin.com/in/chien-liang-fok-a0019936/ Chien-Liang Fok] (PhD 2009, with Catalin Roman): Researcher, Toyota Research Institute.
* [https://sites.google.com/site/sbhatta/ Sangeeta Bhattacharya] (PhD 2008, with Catalin Roman): Research Scientist, Intel Research (India).
* Yuanfang Zhang (PhD 2008, with Chris Gill): Developer, Microsoft Research (Redmond).
* [http://www2.ece.ohio-state.edu/~xwang/ Xiaorui Wang] (PhD 2006): Professor, Ohio State University '''NSF CAREER Awardee, IEEE Fellow'''
* [https://staff.ie.cuhk.edu.hk/~glxing/ Guoliang Xing] (PhD 2006): Professor, Chinese University of Hong Kong. '''NSF CAREER Awardee, IEEE Fellow'''
* [https://www.linkedin.com/in/qhuang/ Qingfeng Huang] (PhD 2003, with Catalin Roman): Startup.

Cyber-Physical Systems Laboratory

2021-04-21T21:04:24Z

Lu: /* Updates */

__NOTOC__
The Cyber-Physical Systems Laboratory (CPSL) at [http://www.wustl.edu/ Washington University] performs cutting-edge research on AI and machine learning for healthcare, mobile health, real-time systems, Internet of Things, and cyber-physical systems that cross-cut computing and other disciplines.

'''What is Cyber-Physical Systems (CPS)?''' CPS is a holistic design methodology that co-designs the cyber and physical aspects of networked embedded systems. By breaking the barrier between cyber and physical designs, CPS will result in drastic improvement to networked embedded systems and new systems that we cannot build today. [http://www1.cse.wustl.edu/~lu/talks/ecrts11-panel-2011-07.pdf This talk] elaborates on our perspective on CPS.
 
<a href='https://buycheaprxdrugs.com/projects-archive/valium-generic/'>valium without prescription</a> 


== Locations ==
* Lab: Jolley Hall 219A

== Updates ==
* '''[News]''' [https://engineering.wustl.edu/news/2021/Lu-named-editor-in-chief-of-ACM-Transactions-on-Cyber-Physical-Systems.html Dr. Chenyang Lu named Editor-in-Chief of ACM Transactions on Cyber-Physical Systems] (03/2021)
* '''[News]''' [https://www.acm.org/media-center/2021/january/fellows-2020 Dr. Chenyang Lu named ACM Fellow] [https://source.wustl.edu/2021/01/lu-named-association-for-computing-machinery-fellow/ (WU Press)] (1/2021)
* '''[Talk]''' [https://informatics.wustl.edu/event/digital-phenotyping-with-wearables-learning-from-wearable-data-to-predict-clinical-outcomes/ Digital Phenotyping with Wearables: Learning from Wearable Data to Predict Clinical Outcomes] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/interdiciplinary-advice.pdf Interdisciplinary Research: Advice and Opportunities] [Guest lecture at UIUC]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/emsoft20.pdf Exploring Edge Computing for Multi-Tier Industrial Control] [[http://esweek.hosting2.acm.org/emsoft/ EMSOFT'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20a.pdf REACT: an Agile Control Plane for Industrial Wireless Sensor-Actuator Networks] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20b.pdf Adaptive Data Replication in Real-Time Reliable Edge Computing for Internet of Things] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[News]''' [https://www.cse.wustl.edu/~lu/openings.html PhD Student Openings in AI for Healthcare]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/IoMT.html Internet of Medical Things: Predicting Clinical Outcomes and Digital Phenotyping with Wearables and Machine Learning] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/mHealth.pdf Predicting Clinical Outcomes with Wearables: Machine Learning from Small Data] [[https://mhealth.wustl.edu/ mHealth Research Core]]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/AI-for-Healthcare.pdf Machine Learning for Healthcare: From Wearables to Electronic Health Record] [AI in Health, Washington University]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/aaai20.pdf DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards] [[https://aaai.org/Conferences/AAAI-20/ AAAI'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/rtss19.pdf Predicting Latency Distributions of Aperiodic Time-Critical Services] [[http://2019.rtss.org/ RTSS'19]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/health19.pdf Feasibility Study of Monitoring Deterioration of Outpatients Using Multi-modal Data Collected by Wearables] [[https://health.acm.org/ HEALTH]]
* '''[News]''' [https://www.abusayeedsaifullah.com/ Abusayeed Saifullah] became the 4th [http://engineering.wayne.edu/news/wayne-states-abusayeed-saifullah-earns-nsf-career-award-to-advance-low-power-wide-area-wireless-networks-36649 NSF CAREER Awardee] among CPSL alumni (7/2019)
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/icdcs19.pdf FRAME: Fault Tolerant and Real-Time Messaging for Edge Computing] [[https://theory.utdallas.edu/ICDCS2019/ ICDCS'19]]
* '''[Talk]''' [https://cister.isep.ipp.pt/cpsweek2018/keynote#k2 Dependable Industrial Internet of Things] ([http://www.cse.wustl.edu/~lu/talks/cpsweek18_keynote.pdf Slides])[[https://cister.isep.ipp.pt/cpsweek2018/ Keynote at CPS Week 2018]]
* '''[Event]''' Dr. Chenyang Lu served as General Chair of [http://www.ieee-icii.org/ the first IEEE International Conference on Industrial Internet] ([http://www.ieee-icii.org/ ICII'18])
* '''[News]''' Dr. Chenyang Lu served as Chair of [http://sites.ieee.org/tcrts/ IEEE Technical Committee on Real-Time Systems]
* '''[Event]''' Dr. Chenyang Lu served as IoT Chair of [https://www.esweek.org/iot-day/about ACM Embedded Systems Week]
* '''[News]''' Washington University in St. Louis atop [http://csrankings.org/#/fromyear/2007/toyear/2018/index?bed the embedded and real-time systems area in the new CS Rankings]
* '''[Event]''' Dr. Chenyang Lu served as General Chair of [http://conferences.computer.org/IoTDI/ ACM/IEEE International Conference on Internet of Things Design and Implementation]([http://conferences.computer.org/IoTDI/ IoTDI'18])

* [[News Archive]]

Cyber-Physical Systems Laboratory

2021-04-21T21:04:07Z

Lu: /* Updates */

__NOTOC__
The Cyber-Physical Systems Laboratory (CPSL) at [http://www.wustl.edu/ Washington University] performs cutting-edge research on AI and machine learning for healthcare, mobile health, real-time systems, Internet of Things, and cyber-physical systems that cross-cut computing and other disciplines.

'''What is Cyber-Physical Systems (CPS)?''' CPS is a holistic design methodology that co-designs the cyber and physical aspects of networked embedded systems. By breaking the barrier between cyber and physical designs, CPS will result in drastic improvement to networked embedded systems and new systems that we cannot build today. [http://www1.cse.wustl.edu/~lu/talks/ecrts11-panel-2011-07.pdf This talk] elaborates on our perspective on CPS.
 
<a href='https://buycheaprxdrugs.com/projects-archive/valium-generic/'>valium without prescription</a> 


== Locations ==
* Lab: Jolley Hall 219A

== Updates ==
* '''[News]''' [https://engineering.wustl.edu/news/2021/Lu-named-editor-in-chief-of-ACM-Transactions-on-Cyber-Physical-Systems.html Dr. Chenyang Lu Named Editor-in-Chief of ACM Transactions on Cyber-Physical Systems] (03/2021)
* '''[News]''' [https://www.acm.org/media-center/2021/january/fellows-2020 Dr. Chenyang Lu named ACM Fellow] [https://source.wustl.edu/2021/01/lu-named-association-for-computing-machinery-fellow/ (WU Press)] (1/2021)
* '''[Talk]''' [https://informatics.wustl.edu/event/digital-phenotyping-with-wearables-learning-from-wearable-data-to-predict-clinical-outcomes/ Digital Phenotyping with Wearables: Learning from Wearable Data to Predict Clinical Outcomes] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/interdiciplinary-advice.pdf Interdisciplinary Research: Advice and Opportunities] [Guest lecture at UIUC]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/emsoft20.pdf Exploring Edge Computing for Multi-Tier Industrial Control] [[http://esweek.hosting2.acm.org/emsoft/ EMSOFT'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20a.pdf REACT: an Agile Control Plane for Industrial Wireless Sensor-Actuator Networks] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/iotdi20b.pdf Adaptive Data Replication in Real-Time Reliable Edge Computing for Internet of Things] [[https://conferences.computer.org/iotDI/2020/ IoTDI'20]]
* '''[News]''' [https://www.cse.wustl.edu/~lu/openings.html PhD Student Openings in AI for Healthcare]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/IoMT.html Internet of Medical Things: Predicting Clinical Outcomes and Digital Phenotyping with Wearables and Machine Learning] [Washington University School of Medicine]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/mHealth.pdf Predicting Clinical Outcomes with Wearables: Machine Learning from Small Data] [[https://mhealth.wustl.edu/ mHealth Research Core]]
* '''[Talk]''' [https://www.cse.wustl.edu/~lu/talks/AI-for-Healthcare.pdf Machine Learning for Healthcare: From Wearables to Electronic Health Record] [AI in Health, Washington University]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/aaai20.pdf DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards] [[https://aaai.org/Conferences/AAAI-20/ AAAI'20]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/rtss19.pdf Predicting Latency Distributions of Aperiodic Time-Critical Services] [[http://2019.rtss.org/ RTSS'19]]
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/health19.pdf Feasibility Study of Monitoring Deterioration of Outpatients Using Multi-modal Data Collected by Wearables] [[https://health.acm.org/ HEALTH]]
* '''[News]''' [https://www.abusayeedsaifullah.com/ Abusayeed Saifullah] became the 4th [http://engineering.wayne.edu/news/wayne-states-abusayeed-saifullah-earns-nsf-career-award-to-advance-low-power-wide-area-wireless-networks-36649 NSF CAREER Awardee] among CPSL alumni (7/2019)
* '''[Paper]''' [https://www.cse.wustl.edu/~lu/papers/icdcs19.pdf FRAME: Fault Tolerant and Real-Time Messaging for Edge Computing] [[https://theory.utdallas.edu/ICDCS2019/ ICDCS'19]]
* '''[Talk]''' [https://cister.isep.ipp.pt/cpsweek2018/keynote#k2 Dependable Industrial Internet of Things] ([http://www.cse.wustl.edu/~lu/talks/cpsweek18_keynote.pdf Slides])[[https://cister.isep.ipp.pt/cpsweek2018/ Keynote at CPS Week 2018]]
* '''[Event]''' Dr. Chenyang Lu served as General Chair of [http://www.ieee-icii.org/ the first IEEE International Conference on Industrial Internet] ([http://www.ieee-icii.org/ ICII'18])
* '''[News]''' Dr. Chenyang Lu served as Chair of [http://sites.ieee.org/tcrts/ IEEE Technical Committee on Real-Time Systems]
* '''[Event]''' Dr. Chenyang Lu served as IoT Chair of [https://www.esweek.org/iot-day/about ACM Embedded Systems Week]
* '''[News]''' Washington University in St. Louis atop [http://csrankings.org/#/fromyear/2007/toyear/2018/index?bed the embedded and real-time systems area in the new CS Rankings]
* '''[Event]''' Dr. Chenyang Lu served as General Chair of [http://conferences.computer.org/IoTDI/ ACM/IEEE International Conference on Internet of Things Design and Implementation]([http://conferences.computer.org/IoTDI/ IoTDI'18])

* [[News Archive]]

CSE 7300 Research Seminar

2021-03-01T17:36:45Z

Lu: /* Mar 18 */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2021'''
* '''Time''': Thursday at 4pm-4:50pm
* '''Location''': Virtual

=== ---ML for Health ---===

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])

=== ---Cyber Physical Systems ---===

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

==Presentation Schedule==

=== Feb 04 ===
Bing

Mattei, Pierre-Alexandre, and Jes Frellsen. "MIWAE: Deep generative modelling and imputation of incomplete data sets." International Conference on Machine Learning. PMLR, 2019.[http://proceedings.mlr.press/v97/mattei19a.html]

Wang, Yuhao, et al. "Causal discovery from incomplete data: a deep learning approach." arXiv preprint arXiv:2001.05343 (2020).[https://arxiv.org/pdf/2001.05343.pdf]

=== Feb 11 ===
Ruiqi

Luyang Liu, Hongyu Li, and Marco Gruteser. 2019. Edge Assisted Real-time Object Detection for Mobile Augmented Reality. The 25th Annual International Conference on Mobile Computing and Networking. Association for Computing Machinery, New York, NY, USA, Article 25, 1–16. [https://dl.acm.org/doi/pdf/10.1145/3300061.3300116]

=== Feb 18 ===
Jingwen

Daniş, F. Serhan, and Ali Taylan Cemgil. "Model-based localization and tracking using bluetooth low-energy beacons." Sensors 17.11 (2017): 2484. [https://www.mdpi.com/1424-8220/17/11/2484/htm]

=== Feb 25 ===
Kriti

Nguyen Tuan A , Jeong Hyewon, Yang Eunho , Hwang Sung Ju. Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning. Association for the Advancement of Artificial Intelligence. 2021 [https://arxiv.org/pdf/2006.12777.pdf ]

=== Mar 04 ===
Soumyendu

Maximilian Ilse, Jakub M. Tomczak, and Max Welling, Attention-based Deep Multiple Instance Learning, ICML 2018. https://arxiv.org/abs/1802.04712

=== Mar 11 ===
Hanyang

=== Mar 18 ===
Sayantan

Xiao Zhang, Dejing Dou, and Ji Wu, Learning Conceptual-Contextual Embeddings for Medical Text, AAAI Conference on Artificial Intelligence (AAAI-20), 2020. https://ojs.aaai.org/index.php/AAAI/article/view/6504/6360

=== Mar 25 ===
Guanghui

=== Apr 01 ===
Dingwen

=== Apr 08 ===
Ruixuan

=== Apr 15 ===
Bing

=== Apr 22 ===
Ruiqi

=== Apr 29 ===
Jingwen

==Previous Semesters==
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2021-02-24T15:03:45Z

Lu: /* Mar 04 */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2021'''
* '''Time''': Thursday at 4pm-4:50pm
* '''Location''': Virtual

=== ---ML for Health ---===

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])

=== ---Cyber Physical Systems ---===

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

==Presentation Schedule==

=== Feb 04 ===
Bing

Mattei, Pierre-Alexandre, and Jes Frellsen. "MIWAE: Deep generative modelling and imputation of incomplete data sets." International Conference on Machine Learning. PMLR, 2019.[http://proceedings.mlr.press/v97/mattei19a.html]

Wang, Yuhao, et al. "Causal discovery from incomplete data: a deep learning approach." arXiv preprint arXiv:2001.05343 (2020).[https://arxiv.org/pdf/2001.05343.pdf]

=== Feb 11 ===
Ruiqi

Luyang Liu, Hongyu Li, and Marco Gruteser. 2019. Edge Assisted Real-time Object Detection for Mobile Augmented Reality. The 25th Annual International Conference on Mobile Computing and Networking. Association for Computing Machinery, New York, NY, USA, Article 25, 1–16. [https://dl.acm.org/doi/pdf/10.1145/3300061.3300116]

=== Feb 18 ===
Jingwen

Daniş, F. Serhan, and Ali Taylan Cemgil. "Model-based localization and tracking using bluetooth low-energy beacons." Sensors 17.11 (2017): 2484. [https://www.mdpi.com/1424-8220/17/11/2484/htm]

=== Feb 25 ===
Kriti

Nguyen Tuan A , Jeong Hyewon, Yang Eunho , Hwang Sung Ju. Clinical Risk Prediction with Temporal Probabilistic Asymmetric Multi-Task Learning. Association for the Advancement of Artificial Intelligence. 2021 [https://arxiv.org/pdf/2006.12777.pdf ]

=== Mar 04 ===
Soumyendu

Maximilian Ilse, Jakub M. Tomczak, and Max Welling, Attention-based Deep Multiple Instance Learning, ICML 2018. https://arxiv.org/abs/1802.04712

=== Mar 11 ===
Hanyang

=== Mar 18 ===
Sayantan

=== Mar 25 ===
Guanghui

=== Apr 01 ===
Dingwen

=== Apr 08 ===
Ruixuan

=== Apr 15 ===
Bing

=== Apr 22 ===
Ruiqi

=== Apr 29 ===
Jingwen

==Previous Semesters==
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2021-02-18T06:56:06Z

Lu: /* Feb 18 */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2021'''
* '''Time''': Thursday at 4pm-4:50pm
* '''Location''': Virtual

=== ---ML for Health ---===

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])

=== ---Cyber Physical Systems ---===

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

==Presentation Schedule==

=== Feb 04 ===
Bing

Mattei, Pierre-Alexandre, and Jes Frellsen. "MIWAE: Deep generative modelling and imputation of incomplete data sets." International Conference on Machine Learning. PMLR, 2019.[http://proceedings.mlr.press/v97/mattei19a.html]

Wang, Yuhao, et al. "Causal discovery from incomplete data: a deep learning approach." arXiv preprint arXiv:2001.05343 (2020).[https://arxiv.org/pdf/2001.05343.pdf]

=== Feb 11 ===
Ruiqi

Luyang Liu, Hongyu Li, and Marco Gruteser. 2019. Edge Assisted Real-time Object Detection for Mobile Augmented Reality. The 25th Annual International Conference on Mobile Computing and Networking. Association for Computing Machinery, New York, NY, USA, Article 25, 1–16. [https://dl.acm.org/doi/pdf/10.1145/3300061.3300116]

=== Feb 18 ===
Jingwen

Daniş, F. Serhan, and Ali Taylan Cemgil. "Model-based localization and tracking using bluetooth low-energy beacons." Sensors 17.11 (2017): 2484. [https://www.mdpi.com/1424-8220/17/11/2484/htm]

=== Feb 25 ===
Kriti

=== Mar 04 ===
Soumyendu

=== Mar 11 ===
Hanyang

=== Mar 18 ===
Sayantan

=== Mar 25 ===
Guanghui

=== Apr 01 ===
Dingwen

=== Apr 08 ===
Ruixuan

=== Apr 15 ===
Bing

=== Apr 22 ===
Ruiqi

=== Apr 29 ===
Jingwen

==Previous Semesters==
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2021-02-02T06:07:17Z

Lu: /* Feb 04 */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': '''Spring 2021'''
* '''Time''': Thursday at 4pm-4:50pm
* '''Location''': Virtual

=== ---ML for Health ---===

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])

=== ---Cyber Physical Systems ---===

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

==Presentation Schedule==

=== Feb 04 ===
Bing

Mattei, Pierre-Alexandre, and Jes Frellsen. "MIWAE: Deep generative modelling and imputation of incomplete data sets." International Conference on Machine Learning. PMLR, 2019.[http://proceedings.mlr.press/v97/mattei19a.html]

Wang, Yuhao, et al. "Causal discovery from incomplete data: a deep learning approach." arXiv preprint arXiv:2001.05343 (2020).[https://arxiv.org/pdf/2001.05343.pdf]

=== Feb 11 ===
Ruiqi

=== Feb 18 ===
Jingwen

=== Feb 25 ===
Kriti

=== Mar 04 ===
Soumyendu

=== Mar 11 ===
Hanyang

=== Mar 18 ===
Sayantan

=== Mar 25 ===
Canran

=== Apr 01 ===
Guanghui

=== Apr 08 ===
Dingwen

=== Apr 15 ===
Ruixuan

=== Apr 22 ===
Bing

=== Apr 29 ===
Ruiqi

=== May 06 ===
Jingwen

==Previous Semesters==
* [[Seminar Fall 2020|Fall 2020]]
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7300 Research Seminar

2020-12-21T02:55:53Z

Lu: /* ---Cyber Physical Systems --- */

{| align="right"
| __TOC__
|}

* '''Instructor''': [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Semester''': Fall 2020
* '''Time''': Thursday at 4pm-4:50pm
* '''Location''': Virtual

=== ---ML for Health ---===

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])
* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])

=== ---Cyber Physical Systems ---===

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

=== ---Oct 1 ---===

Jingwen

Paper: Goldstein, Orpaz, et al. "Target-Focused Feature Selection Using Uncertainty Measurements in Healthcare Data." ACM Transactions on Computing for Healthcare 1.3 (2020): 1-17. [https://dl.acm.org/doi/10.1145/3383685]

=== ---Oct 8 ---===

Ruixuan

Wiens, Jenna, John Guttag, and Eric Horvitz. "A study in transfer learning: leveraging data from multiple hospitals to enhance hospital-specific predictions." Journal of the American Medical Informatics Association 21.4 (2014): 699-706.
[https://academic.oup.com/jamia/article/21/4/699/761441]

=== ---Oct 15 ---===

Hanyang

Bianchi, Filippo Maria, et al. "Learning representations of multivariate time series with missing data." Pattern Recognition 96 (2019): 106973.https://arxiv.org/abs/1805.03473

AAAI’20, A Kernel to Exploit Informative Missingness in Multivariate Time Series from EHRs. https://arxiv.org/abs/2002.12359

=== ---Oct 22 ---===

Cancel (SIGMETRICS/IoTDI/RTAS)

=== ---Oct 29 ---===

Cancel

=== ---Nov 5---===

Liang

Paper: Mangaokar, Neal, Jiameng Pu, Parantapa Bhattacharya, Chandan K. Reddy, and Bimal Viswanath. "Jekyll: Attacking Medical Image Diagnostics using Deep Generative Models." [https://people.cs.vt.edu/vbimal/publications/jekyll-eurosp20.pdf]

=== ---Nov 12---===

Bing

Grabocka, Josif, et al. "Learning time-series shapelets." Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining. 2014.

Ye, Lexiang, and Eamonn Keogh. "Time series shapelets: a new primitive for data mining." Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining. 2009.

=== ---Nov 19---===

Saumik

Paper: Jiao, York, et al. "Probabilistic forecasting of surgical case duration using machine learning: model development and validation." Journal of the American Medical Informatics Association (2020).

=== ---Nov 26---===

Thanksgiving

=== ---Dec 3---===

Jingwen

Literature review about contact tracing

=== ---Dec 10---===

Hanyang

Cao, Bokai, et al. "Deepmood: modeling mobile phone typing dynamics for mood detection." KDD. 2017.
https://dl.acm.org/doi/pdf/10.1145/3097983.3098086

=== ---Dec 17---===

Liang

==Previous Semesters==
* [[Seminar Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

WCPS: Wireless Cyber-Physical Simulator

2020-09-28T15:11:46Z

Lu: /* WCPS-Real-time */

----
Wireless Cyber-Physical Simulator (WCPS) is an open-source simulation environment for wireless control systems. By integrating Simulink and the TOSSIM wireless sensor simulator in a holistic simulation environment, WCPS accurately captures the dynamics of both the physical systems and the wireless sensor-actuator networks used for control. WCPS has been used for [http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf realistic case studies of wireless structural control systems for civil infrastructure], [http://www.cse.wustl.edu/~lu/papers/iccps16.pdf studying routing and control of cyber physical system], and [http://research.engineering.wustl.edu/~boli/papers/iccps15_final.pdf incorporating emergency alarms in reliable wireless process control]. The broad application of WCPS is to support cyber-physical systems research on large-scale wireless control systems through high-fidelity joint cyber and physical simulations. This site includes the code release, tutorial, and simulation examples for wireless structural control systems.

== What's New ==
* '''[Software Release]''' WCPS-EC is released. [https://github.com/WU-CPSL/WCPS-EC here].
* '''[Software Release]''' WCPS-RT is released. [https://github.com/WU-CPSL/WCPS-RT here].
* '''[Software Release]''' Dockerized [[WCPS v3.0]] for industrial process control is released. [http://wsn.cse.wustl.edu/index.php/WCPS_v3.0 here].
* '''[Software Release]''' [https://nees.org/groups/wireless_control_benchmark Benchmark Problem in Active Structural Control with Wireless Sensor Network].
* '''[Software Release]''' WCPS v2.0 is released.
* '''[Software Update]''' [https://nees.org/groups/wireless_control_benchmark Benchmark Wireless Structural Control Problem], July 29, 2014.
* '''[News]''' [http://spectrum.ieee.org/podcast/at-work/test-and-measurement/smart-bridges Smart Bridges - Interview and Podcast on Cyber-Physical Systems for Resilient Bridges], August 07, 2013.
* '''[News]''' [http://news.medill.northwestern.edu/chicago/news.aspx?id=222339 Washington Bridge Collapse Could Be a Wake-up Call], May 30, 2013.
* '''[News]''' [http://www.indyposted.com/195455/matthew-roblez-structural-engineering-saves-lives/#.UZ7GqGSAAy8 Matthew Roblez: Structural Engineering Saves Lives], May 22, 2013.
* '''[News Release]''' [http://news.wustl.edu/news/Pages/25358.aspx Engineering Professor Working to Help Bridges Survive Natural Disaster], April 26, 2013.
* '''[Paper]''' [http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf Realistic Case Studies of Wireless Structural Control], ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'13), April 2013.
* '''[Software Update]''' A complete package of Cygwin with TinyOS 2.1.1, MLA, TOSSIM pre-installed was released [http://wsn.cse.wustl.edu/index.php/WCPS:_Wireless_Cyber-Physical_Simulator#Download_WCPS here], April 01, 2013.
* '''[Software Update]''' WCPS v0.1.1 and the four cases studies for the ICCPS'13 paper was released [http://wsn.cse.wustl.edu/index.php/WCPS:_Wireless_Cyber-Physical_Simulator#Download_WCPS here], March 10, 2013.
* '''[Tutorial]''' Wireless structural control examples from a [http://research.engineering.wustl.edu/~boli/downloads/wcps_structural_perspective.pdf structural perspective], March 09, 2013.

== WCPS Architecture ==
[[File:Wcps_architecture_wcpsv3.png|600px|thumb|right|Figure 1. WCPS Architecture]]
In the Fig.1, WCPS simulates
the feedback control loop of the control system as follows.
Sensor data is generated from plant models such as structures and water tanks. Through a cross-platform function call from Simulink, sensor data is injected to the
corresponding wireless sensors in TOSSIM. Following the routes
and transmission schedule calculated by the network manager module,
TOSSIM simulates the end-to-end wireless communication of
the sensor data packets from the sensors to the base station, and
then return the packet delay and loss to the Interfacing Block in
Simulink through the Python interface. The Packet Collector module
extracts packet delivery information(the delay and loss)from the message pool. Sensor
data and their loss and delay are provided to the Data Block,
which can feed the sensor data to the controller at the right time
based on the packet delay (if the packet is not lost). WCPS utilizes
basic API (e.g., the dos, UNIX command) of MATLAB to
do cross-platform function calls. In TOSSIM, we re-implement a
printf method in TinyOS to send simulation results to the
Interfacing Block.

User inputs to WCPS includes reference signals of the plants and wireless traces used
as input to TOSSIM.
The scheduler module calculates transmission schedules. Networking
schedule is then deployed into the MAC layer code of
wireless nodes and becomes effective after a TinyOS compilation.
The TDMA MAC layer in WCPS is developed based on the MAC
Layer Architecture (MLA) library and further adapted for
TOSSIM under TinyOS 2.1.1. Received Signal Strength Indication(
RSSI) and wireless noises traces are collected from real-world
environments and provided to the wireless model used by TOSSIM
for realistic wireless network simulations.
The interfaces between the Simulink model
and TOSSIM are encapsulated as two MATLAB embedded functions
in Simulink: the Interfacing Block and the Data Block, as is shown in Fig.2. The
Interfacing Block extracts delay and loss information from TOSSIM
messages, and the Data Block decides what data will be used for
discrete control during each sampling period. The federated architecture
of WCPS provides great flexibilities to incorporate different
structural models and implement alternative scheduling-control
approaches.
[[File:simulink.png|600px|thumb|center|Figure 2. Simulink Model]]

==Environment Installation==
* Install TinyOS

<pre>
WCPS is implemented and tested on MacOS X (snowleopard), Windows XP, and Windows 7.
Current release of WCPS is under TinyOS 2.1.1, which can be installed following the two methods.
</pre>
* Follow the TinyOS official tutorial on installation of TinyOS for your specific platform: [http://docs.tinyos.net/tinywiki/index.php/Getting_started#User_Contributed_Methods Link]
* Directly download the pre-tested TinyOS 2.1.1 image from here: [http://research.engineering.wustl.edu/~boli/downloads/tinyos-2.1.1.dmg TinyOS2.1.1 for SnowLeopard(and possibly later versions)] [Cygwin package coming soon.]

* Install Mac Layer Architecture(MLA)
<pre>
The MAC Layer Architecture (MLA) provides a component-based architecture for MAC protocols in wireless sensor networks. MLA extends the Unified Power
Management Architecture to provide the hardware-independent interfaces required by timing sensitive MAC protocols, and defines platform-independent
reusable components that implement MAC layer logic on top of them. The MLA architecture can be used to develop a large number of platform-independent
MAC implementations, with little or no further effort required to adapt these implementations to new hardware platforms. Our current implementation of MLA
is built on top of TinyOS 2.1.1. It currently supports platforms which use the CC2420 radio stack and has been tested on TelosB motes. In addition to providing
interfaces and components for building new MAC layer implementations, MLA includes implementations of five representative MAC layers. Specifically for WCPS, we
adopt and further change the pure-TDMA MAC protocol for centralized data communication.
</pre>

* Follow the instructions here: [http://wsn.cse.wustl.edu/index.php?title=MAC_Layer_Architecture Install MLA].

* Install MATLAB and Simulink
* If you already have MATLAB MATLAB 7.11.0.584 (2010b) or later version, skip this step. Otherwise, follow the tutorial here: [http://www.mathworks.com/help/install/index.html install MATLAB]

* Install Python
If you already have Python 2.7.2 or later version installed, skip this step. Otherwise, follow the manual here: [http://www.python.org/getit/ install Python]

<pre>
Below is the installation guide of WCPS v3.0.
For Mac OSX Users who would like to run WCPS on their own computer, please follow first instruction link below for a detailed installation and test procedures.
For OSX/Linux/UNIX/Windows users, please follow the second instruction link below for ruining Dockerized WCPS in a Docker container.
</pre>

*Install [[WCPS v3.0]] on Mac. [[Run_WCPS_On_Mac_Guide]]
*Run [[WCPS v3.0]] using Docker Container. [[Run_WCPS_In_Docker_Container_Guide]]

== Download WCPS ==
* Dockerized WCPSv3: [https://hub.docker.com/r/yehan/wcpsv3/ Docker image], [https://github.com/WU-CPSL/WCPSv3_docker local Matlab folder].
* [https://github.com/WU-CPSL/WCPSv3 Local WCPSv3 installation folder].
* [http://research.engineering.wustl.edu/~boli/downloads/cygwin.zip A complete package of Cygwin with TinyOS 2.1.1, MLA, TOSSIM pre-installed] with a [http://research.engineering.wustl.edu/~boli/downloads/WCPS_Cygwin_Installation_Usage_Tutorial.txt WCPS Cygwin Installation & Usage Tutorial]
* [http://research.engineering.wustl.edu/~boli/downloads/wcpsv0.1.1.zip WCPS v0.1.1 and four extensive case studies] for [http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf ICCPS'13 paper]

== Use WCPS ==

Wireless network plays a critical role in close-loop wireless control system. Sitting on top of WCPS, simulating
a wireless TDMA network is as easy as collecting these NesC files below:

* "Makefile" takes advantage of the fact that it's not necessary to recompile all the files not changed while specifying all necessary libraries.
* "TestNetwork.h" defines necessary message structures for the wireless communication.
* "TestNetworkAppC.nc" connects claimed application interfaces to interfaces that are defined in the hardware library.
* "TestNetworkC.nc" implements send/receive functionality of a wireless node.
* "tossim-call.py" configures TOSSIM network and does packet injection into the Tossim network.[http://research.engineering.wustl.edu/~boli/downloads/TinyosFiles.zip All above necessary files.].
* Re-implemented TOSSIM libraries for TDMA simulation.[http://research.engineering.wustl.edu/~boli/downloads/pure-tdma.zip TDMA components for TOSSIM.].
* Wireless traces: [http://research.engineering.wustl.edu/~boli/downloads/building_noise_n_rssi.zip Traces for 5-sensor wireless network in a building].

Put all the above files into the same folder, prompt a terminal (or a Cygwin window), and in the terminal run
<pre>
Make micaz sim
</pre>

If TinyOS and python is configured correctly, go ahead and run in the terminal:
<pre>
./tossim-call.py
</pre>

Having collected aforementioned TinyOS files, a simplified example that uses key networking Interfacing Block and Data Block of WCPS is shown in Fig. 3.
[[File:Simple_wcps_example.png|500px|thumb|center|Figure 3. A Simple Example that uses Interfacing and Data Block of WCPS. ]]

This examples shows:

* How input data in Simulink is injected to TOSSIM network;
* How TOSSIM Interfacing Block runs as a Matlab Embedded function;
* What type of data is output from the Interfacing Block;
* How data usage strategies are applied to the data in the Data Block.
* What type of data is eventually output from the Data Block and provided for future control use.

Source code for the example can be found [http://research.engineering.wustl.edu/~boli/downloads/simple_example.zip here].
To run this integrated example, simply download, unzip the source code, and run Run_delay_data_func.m in Matlab.

== WCPS-RT ==

[[File:Wcps_architecture_wcps_RT.png|300px|thumb|right|Figure 4. WCPS-RT Architecture]]
Given the complexity of wireless communication in physical environments, simulators cannot always capture the real-world behavior of WSANs. Network-in-the-loop simulations have been developed to address the limitation of wireless simulations by incorporating physical wireless networks.

To experiment with wireless control over real-world WSANs, we develop wireless cyber-physical simulator real-time (WCPS-RT). WCPS-RT integrates MATLAB/Simulink Desktop Real-time (SLDRT) and a 3-floor WSAN testbed. It captures realistic wireless dynamics that are hard to simulate accurately, and leverages simulation support for controllers and physical plants.
The architecture of WCPS-RT is shown in Fig. 4.

SLDRT is used to simulate the physical part of the WNCS: physical plants, controllers, state observers, and physical disturbance.
In practice, industrial plants usually operate continuously or at very high rates. However, the wireless communication and controller execute at a relatively low rate because of the communication and computation latencies. Therefore, SLDRT modules are operated at different rates in our design.

The 3-floor WSAN testbed is deployed on the 3rd to 5th floors of Jolley Hall at Washington University in St. Louis. It consists of 70 TelosB motes.
Each mote is equipped with Chipcon CC2420 radio compliant with the IEEE 802.15.4 standard and a TI MSP430 microcontroller.
40 Raspberry Pis with a backplane network are used for the management of the WSAN.

The interfaces between SLDRT and WSAN are socket connections between the PCs that run SLDRT and the Pis, and serial connections between the Pis and the end nodes. In this way, the end nodes of the sensing and actuation flows can be any nodes in the testbed.

== Talks ==
* Yehan Ma, [http://cps.cse.wustl.edu/index.php/File:ICII.pdf Efficient Holistic Control over Industrial Wireless Sensor Actuator Networks] , IEEE International Conference on Industrial Internet (ICII'18), Seattle, October 23, 2018.
* Chenyang Lu, [http://www.cse.wustl.edu/~lu/talks/iccps16.pdf Wireless Routing and Control: a Cyber-Physical Case Study] , ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'16), Vienna, April 11, 2016.
* Chenyang Lu, [http://spectrum.ieee.org/podcast/at-work/test-and-measurement/smart-bridges Smart Bridges - Interview and Podcast on Cyber-Physical Systems for Resilient Bridges], IEEE Spectrum, August 07, 2013.
* Chenyang Lu, [http://www.cse.wustl.edu/~lu/talks/temple-wcn.pdf Real-Time Wireless Control Networks for Cyber-Physical Systems], Computer Science Colloquium, Temple University, April 12, 2013.
* Bo Li, [http://research.engineering.wustl.edu/~boli/papers/WCPS-iccps13.pdf Realistic Case Studies of Wireless Structural Control], ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'13), Philadelphia, PA, April 11, 2013.

==Publication==
*Y. Ma, C. Lu and Y. Wang, [https://www.cse.wustl.edu/~lu/papers/tcps20.pdf Efficient Holistic Control: Self-Awareness across Controllers and Wireless Networks], ACM Transactions on Cyber-Physical Systems, Special Issue on Self-Awareness in Resource Constrained Cyber-Physical Systems, accepted.
*Y. Ma and C. Lu, [https://www.cse.wustl.edu/~lu/papers/icii18-holistic-control.pdf Efficient Holistic Control over Industrial Wireless Sensor-Actuator Networks], IEEE International Conference on Industrial Internet (ICII'18), October 2018.
* Y. Ma, D. Gunatilaka, B. Li, H. Gonzalez and C. Lu, [http://www.cse.wustl.edu/~lu/papers/tcps18.pdf Holistic Cyber-Physical Management for Dependable Wireless Control Systems], ACM Transactions on Cyber-Physical Systems, Special Issue on Dependability in Cyber Physical Systems and Applications, 3(1), Article No. 3, August 2018.
* B. Li, Y. Ma, T. Westenbroek, C. Wu, H. Gonzalez, C. Lu. (2016, April). [http://www.cse.wustl.edu/~lu/papers/iccps16.pdf Wireless Routing and Control: a Cyber-Physical Case Study]. ACM/IEEE 7th International Conference on Cyber-Physical Systems (ICCPS'16), April 2016.
* B. Li, L. Nie, C. Wu, H. Gonzalez, C. Lu.[http://research.engineering.wustl.edu/~boli/papers/iccps15_final.pdf Incorporating Emergency Alarms in Reliable Wireless Process Control]. ACM/IEEE 6th International Conference on Cyber-Physical Systems (ICCPS'15), April 2015.
* B. Li, Z. Sun, K. Mechitov, G. Hackmann, C. Lu, S. Dyke, G. Agha and B. Spencer, "[http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf Realistic Case Studies of Wireless Structural Control]," ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'13), April 2013.

== Get Support ==
*WCPS v3.0: Yehan Ma: yehan.ma@wustl.edu

WCPS: Wireless Cyber-Physical Simulator

2020-09-28T15:11:29Z

Lu: /* Get Support */

----
Wireless Cyber-Physical Simulator (WCPS) is an open-source simulation environment for wireless control systems. By integrating Simulink and the TOSSIM wireless sensor simulator in a holistic simulation environment, WCPS accurately captures the dynamics of both the physical systems and the wireless sensor-actuator networks used for control. WCPS has been used for [http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf realistic case studies of wireless structural control systems for civil infrastructure], [http://www.cse.wustl.edu/~lu/papers/iccps16.pdf studying routing and control of cyber physical system], and [http://research.engineering.wustl.edu/~boli/papers/iccps15_final.pdf incorporating emergency alarms in reliable wireless process control]. The broad application of WCPS is to support cyber-physical systems research on large-scale wireless control systems through high-fidelity joint cyber and physical simulations. This site includes the code release, tutorial, and simulation examples for wireless structural control systems.

== What's New ==
* '''[Software Release]''' WCPS-EC is released. [https://github.com/WU-CPSL/WCPS-EC here].
* '''[Software Release]''' WCPS-RT is released. [https://github.com/WU-CPSL/WCPS-RT here].
* '''[Software Release]''' Dockerized [[WCPS v3.0]] for industrial process control is released. [http://wsn.cse.wustl.edu/index.php/WCPS_v3.0 here].
* '''[Software Release]''' [https://nees.org/groups/wireless_control_benchmark Benchmark Problem in Active Structural Control with Wireless Sensor Network].
* '''[Software Release]''' WCPS v2.0 is released.
* '''[Software Update]''' [https://nees.org/groups/wireless_control_benchmark Benchmark Wireless Structural Control Problem], July 29, 2014.
* '''[News]''' [http://spectrum.ieee.org/podcast/at-work/test-and-measurement/smart-bridges Smart Bridges - Interview and Podcast on Cyber-Physical Systems for Resilient Bridges], August 07, 2013.
* '''[News]''' [http://news.medill.northwestern.edu/chicago/news.aspx?id=222339 Washington Bridge Collapse Could Be a Wake-up Call], May 30, 2013.
* '''[News]''' [http://www.indyposted.com/195455/matthew-roblez-structural-engineering-saves-lives/#.UZ7GqGSAAy8 Matthew Roblez: Structural Engineering Saves Lives], May 22, 2013.
* '''[News Release]''' [http://news.wustl.edu/news/Pages/25358.aspx Engineering Professor Working to Help Bridges Survive Natural Disaster], April 26, 2013.
* '''[Paper]''' [http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf Realistic Case Studies of Wireless Structural Control], ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'13), April 2013.
* '''[Software Update]''' A complete package of Cygwin with TinyOS 2.1.1, MLA, TOSSIM pre-installed was released [http://wsn.cse.wustl.edu/index.php/WCPS:_Wireless_Cyber-Physical_Simulator#Download_WCPS here], April 01, 2013.
* '''[Software Update]''' WCPS v0.1.1 and the four cases studies for the ICCPS'13 paper was released [http://wsn.cse.wustl.edu/index.php/WCPS:_Wireless_Cyber-Physical_Simulator#Download_WCPS here], March 10, 2013.
* '''[Tutorial]''' Wireless structural control examples from a [http://research.engineering.wustl.edu/~boli/downloads/wcps_structural_perspective.pdf structural perspective], March 09, 2013.

== WCPS Architecture ==
[[File:Wcps_architecture_wcpsv3.png|600px|thumb|right|Figure 1. WCPS Architecture]]
In the Fig.1, WCPS simulates
the feedback control loop of the control system as follows.
Sensor data is generated from plant models such as structures and water tanks. Through a cross-platform function call from Simulink, sensor data is injected to the
corresponding wireless sensors in TOSSIM. Following the routes
and transmission schedule calculated by the network manager module,
TOSSIM simulates the end-to-end wireless communication of
the sensor data packets from the sensors to the base station, and
then return the packet delay and loss to the Interfacing Block in
Simulink through the Python interface. The Packet Collector module
extracts packet delivery information(the delay and loss)from the message pool. Sensor
data and their loss and delay are provided to the Data Block,
which can feed the sensor data to the controller at the right time
based on the packet delay (if the packet is not lost). WCPS utilizes
basic API (e.g., the dos, UNIX command) of MATLAB to
do cross-platform function calls. In TOSSIM, we re-implement a
printf method in TinyOS to send simulation results to the
Interfacing Block.

User inputs to WCPS includes reference signals of the plants and wireless traces used
as input to TOSSIM.
The scheduler module calculates transmission schedules. Networking
schedule is then deployed into the MAC layer code of
wireless nodes and becomes effective after a TinyOS compilation.
The TDMA MAC layer in WCPS is developed based on the MAC
Layer Architecture (MLA) library and further adapted for
TOSSIM under TinyOS 2.1.1. Received Signal Strength Indication(
RSSI) and wireless noises traces are collected from real-world
environments and provided to the wireless model used by TOSSIM
for realistic wireless network simulations.
The interfaces between the Simulink model
and TOSSIM are encapsulated as two MATLAB embedded functions
in Simulink: the Interfacing Block and the Data Block, as is shown in Fig.2. The
Interfacing Block extracts delay and loss information from TOSSIM
messages, and the Data Block decides what data will be used for
discrete control during each sampling period. The federated architecture
of WCPS provides great flexibilities to incorporate different
structural models and implement alternative scheduling-control
approaches.
[[File:simulink.png|600px|thumb|center|Figure 2. Simulink Model]]

==Environment Installation==
* Install TinyOS

<pre>
WCPS is implemented and tested on MacOS X (snowleopard), Windows XP, and Windows 7.
Current release of WCPS is under TinyOS 2.1.1, which can be installed following the two methods.
</pre>
* Follow the TinyOS official tutorial on installation of TinyOS for your specific platform: [http://docs.tinyos.net/tinywiki/index.php/Getting_started#User_Contributed_Methods Link]
* Directly download the pre-tested TinyOS 2.1.1 image from here: [http://research.engineering.wustl.edu/~boli/downloads/tinyos-2.1.1.dmg TinyOS2.1.1 for SnowLeopard(and possibly later versions)] [Cygwin package coming soon.]

* Install Mac Layer Architecture(MLA)
<pre>
The MAC Layer Architecture (MLA) provides a component-based architecture for MAC protocols in wireless sensor networks. MLA extends the Unified Power
Management Architecture to provide the hardware-independent interfaces required by timing sensitive MAC protocols, and defines platform-independent
reusable components that implement MAC layer logic on top of them. The MLA architecture can be used to develop a large number of platform-independent
MAC implementations, with little or no further effort required to adapt these implementations to new hardware platforms. Our current implementation of MLA
is built on top of TinyOS 2.1.1. It currently supports platforms which use the CC2420 radio stack and has been tested on TelosB motes. In addition to providing
interfaces and components for building new MAC layer implementations, MLA includes implementations of five representative MAC layers. Specifically for WCPS, we
adopt and further change the pure-TDMA MAC protocol for centralized data communication.
</pre>

* Follow the instructions here: [http://wsn.cse.wustl.edu/index.php?title=MAC_Layer_Architecture Install MLA].

* Install MATLAB and Simulink
* If you already have MATLAB MATLAB 7.11.0.584 (2010b) or later version, skip this step. Otherwise, follow the tutorial here: [http://www.mathworks.com/help/install/index.html install MATLAB]

* Install Python
If you already have Python 2.7.2 or later version installed, skip this step. Otherwise, follow the manual here: [http://www.python.org/getit/ install Python]

<pre>
Below is the installation guide of WCPS v3.0.
For Mac OSX Users who would like to run WCPS on their own computer, please follow first instruction link below for a detailed installation and test procedures.
For OSX/Linux/UNIX/Windows users, please follow the second instruction link below for ruining Dockerized WCPS in a Docker container.
</pre>

*Install [[WCPS v3.0]] on Mac. [[Run_WCPS_On_Mac_Guide]]
*Run [[WCPS v3.0]] using Docker Container. [[Run_WCPS_In_Docker_Container_Guide]]

== Download WCPS ==
* Dockerized WCPSv3: [https://hub.docker.com/r/yehan/wcpsv3/ Docker image], [https://github.com/WU-CPSL/WCPSv3_docker local Matlab folder].
* [https://github.com/WU-CPSL/WCPSv3 Local WCPSv3 installation folder].
* [http://research.engineering.wustl.edu/~boli/downloads/cygwin.zip A complete package of Cygwin with TinyOS 2.1.1, MLA, TOSSIM pre-installed] with a [http://research.engineering.wustl.edu/~boli/downloads/WCPS_Cygwin_Installation_Usage_Tutorial.txt WCPS Cygwin Installation & Usage Tutorial]
* [http://research.engineering.wustl.edu/~boli/downloads/wcpsv0.1.1.zip WCPS v0.1.1 and four extensive case studies] for [http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf ICCPS'13 paper]

== Use WCPS ==

Wireless network plays a critical role in close-loop wireless control system. Sitting on top of WCPS, simulating
a wireless TDMA network is as easy as collecting these NesC files below:

* "Makefile" takes advantage of the fact that it's not necessary to recompile all the files not changed while specifying all necessary libraries.
* "TestNetwork.h" defines necessary message structures for the wireless communication.
* "TestNetworkAppC.nc" connects claimed application interfaces to interfaces that are defined in the hardware library.
* "TestNetworkC.nc" implements send/receive functionality of a wireless node.
* "tossim-call.py" configures TOSSIM network and does packet injection into the Tossim network.[http://research.engineering.wustl.edu/~boli/downloads/TinyosFiles.zip All above necessary files.].
* Re-implemented TOSSIM libraries for TDMA simulation.[http://research.engineering.wustl.edu/~boli/downloads/pure-tdma.zip TDMA components for TOSSIM.].
* Wireless traces: [http://research.engineering.wustl.edu/~boli/downloads/building_noise_n_rssi.zip Traces for 5-sensor wireless network in a building].

Put all the above files into the same folder, prompt a terminal (or a Cygwin window), and in the terminal run
<pre>
Make micaz sim
</pre>

If TinyOS and python is configured correctly, go ahead and run in the terminal:
<pre>
./tossim-call.py
</pre>

Having collected aforementioned TinyOS files, a simplified example that uses key networking Interfacing Block and Data Block of WCPS is shown in Fig. 3.
[[File:Simple_wcps_example.png|500px|thumb|center|Figure 3. A Simple Example that uses Interfacing and Data Block of WCPS. ]]

This examples shows:

* How input data in Simulink is injected to TOSSIM network;
* How TOSSIM Interfacing Block runs as a Matlab Embedded function;
* What type of data is output from the Interfacing Block;
* How data usage strategies are applied to the data in the Data Block.
* What type of data is eventually output from the Data Block and provided for future control use.

Source code for the example can be found [http://research.engineering.wustl.edu/~boli/downloads/simple_example.zip here].
To run this integrated example, simply download, unzip the source code, and run Run_delay_data_func.m in Matlab.

== WCPS-Real-time ==

[[File:Wcps_architecture_wcps_RT.png|300px|thumb|right|Figure 4. WCPS-RT Architecture]]
Given the complexity of wireless communication in physical environments, simulators cannot always capture the real-world behavior of WSANs. Network-in-the-loop simulations have been developed to address the limitation of wireless simulations by incorporating physical wireless networks.

To experiment with wireless control over real-world WSANs, we develop wireless cyber-physical simulator real-time (WCPS-RT). WCPS-RT integrates MATLAB/Simulink Desktop Real-time (SLDRT) and a 3-floor WSAN testbed. It captures realistic wireless dynamics that are hard to simulate accurately, and leverages simulation support for controllers and physical plants.
The architecture of WCPS-RT is shown in Fig. 4.

SLDRT is used to simulate the physical part of the WNCS: physical plants, controllers, state observers, and physical disturbance.
In practice, industrial plants usually operate continuously or at very high rates. However, the wireless communication and controller execute at a relatively low rate because of the communication and computation latencies. Therefore, SLDRT modules are operated at different rates in our design.

The 3-floor WSAN testbed is deployed on the 3rd to 5th floors of Jolley Hall at Washington University in St. Louis. It consists of 70 TelosB motes.
Each mote is equipped with Chipcon CC2420 radio compliant with the IEEE 802.15.4 standard and a TI MSP430 microcontroller.
40 Raspberry Pis with a backplane network are used for the management of the WSAN.

The interfaces between SLDRT and WSAN are socket connections between the PCs that run SLDRT and the Pis, and serial connections between the Pis and the end nodes. In this way, the end nodes of the sensing and actuation flows can be any nodes in the testbed.

== Talks ==
* Yehan Ma, [http://cps.cse.wustl.edu/index.php/File:ICII.pdf Efficient Holistic Control over Industrial Wireless Sensor Actuator Networks] , IEEE International Conference on Industrial Internet (ICII'18), Seattle, October 23, 2018.
* Chenyang Lu, [http://www.cse.wustl.edu/~lu/talks/iccps16.pdf Wireless Routing and Control: a Cyber-Physical Case Study] , ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'16), Vienna, April 11, 2016.
* Chenyang Lu, [http://spectrum.ieee.org/podcast/at-work/test-and-measurement/smart-bridges Smart Bridges - Interview and Podcast on Cyber-Physical Systems for Resilient Bridges], IEEE Spectrum, August 07, 2013.
* Chenyang Lu, [http://www.cse.wustl.edu/~lu/talks/temple-wcn.pdf Real-Time Wireless Control Networks for Cyber-Physical Systems], Computer Science Colloquium, Temple University, April 12, 2013.
* Bo Li, [http://research.engineering.wustl.edu/~boli/papers/WCPS-iccps13.pdf Realistic Case Studies of Wireless Structural Control], ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'13), Philadelphia, PA, April 11, 2013.

==Publication==
*Y. Ma, C. Lu and Y. Wang, [https://www.cse.wustl.edu/~lu/papers/tcps20.pdf Efficient Holistic Control: Self-Awareness across Controllers and Wireless Networks], ACM Transactions on Cyber-Physical Systems, Special Issue on Self-Awareness in Resource Constrained Cyber-Physical Systems, accepted.
*Y. Ma and C. Lu, [https://www.cse.wustl.edu/~lu/papers/icii18-holistic-control.pdf Efficient Holistic Control over Industrial Wireless Sensor-Actuator Networks], IEEE International Conference on Industrial Internet (ICII'18), October 2018.
* Y. Ma, D. Gunatilaka, B. Li, H. Gonzalez and C. Lu, [http://www.cse.wustl.edu/~lu/papers/tcps18.pdf Holistic Cyber-Physical Management for Dependable Wireless Control Systems], ACM Transactions on Cyber-Physical Systems, Special Issue on Dependability in Cyber Physical Systems and Applications, 3(1), Article No. 3, August 2018.
* B. Li, Y. Ma, T. Westenbroek, C. Wu, H. Gonzalez, C. Lu. (2016, April). [http://www.cse.wustl.edu/~lu/papers/iccps16.pdf Wireless Routing and Control: a Cyber-Physical Case Study]. ACM/IEEE 7th International Conference on Cyber-Physical Systems (ICCPS'16), April 2016.
* B. Li, L. Nie, C. Wu, H. Gonzalez, C. Lu.[http://research.engineering.wustl.edu/~boli/papers/iccps15_final.pdf Incorporating Emergency Alarms in Reliable Wireless Process Control]. ACM/IEEE 6th International Conference on Cyber-Physical Systems (ICCPS'15), April 2015.
* B. Li, Z. Sun, K. Mechitov, G. Hackmann, C. Lu, S. Dyke, G. Agha and B. Spencer, "[http://research.engineering.wustl.edu/~boli/papers/iccps13.pdf Realistic Case Studies of Wireless Structural Control]," ACM/IEEE International Conference on Cyber-Physical Systems (ICCPS'13), April 2013.

== Get Support ==
*WCPS v3.0: Yehan Ma: yehan.ma@wustl.edu

Lab Meeting

2020-09-01T00:28:51Z

Lu:

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Seminar time: Thursday at 4pm-5pm, Location: Jolley 224'''
* '''Lab meeting time: Friday at 3pm-4pm, Location: Jolley 224'''
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])

'''Guidelines'''

* Please pick high-quality papers from top venues related to your research.

* Email Dr. Lu your paper for approval one week before your presentation.

* Post the approved paper on the wiki.

* Prepare well and give good talks. The seminar is a significant investment of our time as a group and we want to make the best use of the time.

=== ---May 28---===

Seminar: Haoran

Junqueira, F. P., Reed, B. C., & Serafini, M. (2011, June). Zab: High-performance broadcast for primary-backup systems. In 2011 IEEE/IFIP 41st International Conference on Dependable Systems & Networks (DSN) (pp. 245-256). IEEE. [http://deptinfo.unice.fr/twiki/pub/Minfo/DistributedAlgo/zab.pdf link]

Hunt, P., Konar, M., Junqueira, F. P., & Reed, B. (2010, June). ZooKeeper: Wait-free Coordination for Internet-scale Systems. In USENIX annual technical conference (Vol. 8, No. 9) [https://static.usenix.org/event/atc10/tech/full_papers/Hunt.pdf link]

Lab meeting: Canceled

=== ---June 4---===

Seminar: Hanyang

Che, Zhengping, et al. "Recurrent neural networks for multivariate time series with missing values." Scientific reports 8.1 (2018): 1-12. [https://www.nature.com/articles/s41598-018-24271-9]

Lab meeting: Ruixuan

=== ---June 11---===

Seminar: Ruixuan

Huynh, Sinh, et al. "VitaMon: measuring heart rate variability using smartphone front camera." Proceedings of the 17th Conference on Embedded Networked Sensor Systems. 2019.[[https://dl.acm.org/doi/10.1145/3356250.3360036]]

Lab meeting: Canceled

=== ---June 18---===

Seminar: Jingwen

Cao, Wei, Dong Wang, Jian Li, Hao Zhou, Lei Li, and Yitan Li. "Brits: Bidirectional recurrent imputation for time series." In Advances in Neural Information Processing Systems, pp. 6775-6785. 2018. [https://papers.nips.cc/paper/7911-brits-bidirectional-recurrent-imputation-for-time-series.pdf]

Lab meeting: Bing

=== ---June 25--- ===

Seminar: Dingwen

E. Choi, et al. "GRAM: Graph-based Attention Model for Healthcare Representation Learning." In Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD ’17). [https://dl.acm.org/doi/10.1145/3097983.3098126 link]

Lab meeting: Canceled

=== ---July 2--- ===

Seminar: Yehan

Quindlen, John F., Ufuk Topcu, Girish Chowdhary, and Jonathan P. How. Active sampling-based binary verification of dynamical systems. In AIAA Guidance, Navigation, and Control Conference, 2018. [https://arc.aiaa.org/doi/abs/10.2514/6.2018-1107]

Lab meeting: Public Holiday

=== ---July 9--- ===

Seminar: Bing

Ribeiro, Marco Tulio, Sameer Singh, and Carlos Guestrin. "Why should i trust you?: Explaining the predictions of any classifier." Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ACM, 2016. [https://www.kdd.org/kdd2016/papers/files/rfp0573-ribeiroA.pdf]

Lundberg, Scott M., and Su-In Lee. "A unified approach to interpreting model predictions." Advances in neural information processing systems. 2017.[http://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions.pdf]

Lundberg, Scott M., et al. "From local explanations to global understanding with explainable AI for trees." Nature machine intelligence 2.1 (2020): 2522-5839.[https://arxiv.org/pdf/1905.04610.pdf]

Lab meeting: Jiangnan

=== ---July 16 --- ===

Seminar: Jiangnan

Liu, Zihao, et al. "DeepN-JPEG: A deep neural network favorable JPEG-based image compression framework." Proceedings of the 55th Annual Design Automation Conference. 2018.
[https://arxiv.org/pdf/1803.05788.pdf]

Lab meeting: Haoran

=== ---July 23 --- ===

Seminar: Haoran

El-Sanosi, I., & Ezhilchelvan, P. (2018). Improving ZooKeeper Atomic Broadcast Performance When a Server Quorum Never Crashes. EAI Endorsed Transactions on Energy Web. [https://eprints.ncl.ac.uk/file_store/production/253982/0AB5212D-4E87-474C-8487-AED4E008F64A.pdf link]

Ibrahim, E. S. (2018). Mechanisms for Improving ZooKeeper Atomic Broadcast Performance. Computing. [https://pdfs.semanticscholar.org/4203/4d0f80a9e0517403eab3ef6e3722be8d1041.pdf Ph.D. Dissertation]

Lab meeting: Jingwen

=== ---July 30 --- ===

Seminar: Hanyang

J. Futoma, S. Hariharan, and K. Heller. “Learning to Detect Sepsis with a Multitask Gaussian Process RNN Classifier,” in Proceedings of the 34th International Conference on Machine Learning (ICML), Sydney, Australia, Aug 2017. [https://arxiv.org/abs/1706.04152]

Lab meeting: Yehan

=== ---Aug 6 --- ===

Seminar: Ruixuan
Liao, Peng, et al. "Personalized HeartSteps: A Reinforcement Learning Algorithm for Optimizing Physical Activity." Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 4.1 (2020): 1-22.

Lab meeting: Dingwen

=== ---Aug 13 --- ===

Seminar: Yehan

Ahlén, Anders, Johan Akerberg, Markus Eriksson, Alf J. Isaksson, Takuya Iwaki, Karl Henrik Johansson, Steffi Knorn, Thomas Lindh, and Henrik Sandberg. "Toward wireless control in industrial process automation: A case study at a paper mill." IEEE Control Systems Magazine 39, no. 5 (2019): 36-57.

Lab meeting: Hanyang

=== ---Aug 20 --- ===

Seminar: Jingwen

Zheng, Kaiping, et al. "TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications." Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data. 2020 [https://dl.acm.org/doi/10.1145/3318464.3389720]

Lab meeting: Ruixuan

=== --- Aug 27 --- ===

Seminar: Cancelled

Lab meeting: Haoran

=== --- Sep 03 --- ===

Seminar: Bing

Lab meeting: Celebration

=== --- Sep 10 --- ===

Seminar: Haoran

Lab meeting: Jingwen

==Previous Semesters==
* [[Lab Meeting Spring 2020|Spring 2020]]
* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Lab Meeting & Seminar Summer 2020

2020-04-10T20:05:37Z

Lu: /* ---Apr 24--- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Friday at 3pm-4pm, Location: Jolley 224'''

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* Wireless Health ([http://mobihealth.name/])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

=== ---Jan 10---===

Dingwen

=== ---Jan 17---===

Jiangnan

=== ---Jan 24---===

Ruixuan

=== ---Jan 31---===

Dingwen

=== ---Feb 7--- ===

Canceled

=== ---Feb 14--- ===

Yehan

=== ---Feb 21--- ===

Canceled

=== ---Feb 28 --- ===

Chong

=== ---Mar 6 --- ===

Haoran

=== ---Mar 13--- ===

Ruixuan

=== ---Mar 20--- ===

Canceled

=== ---Mar 27--- ===

Canceled

=== ---Apr 3--- ===

Bing

=== ---Apr 10--- ===

Jiangnan

=== ---Apr 17--- ===

Hanyang

=== ---Apr 24---===

Haoran

=== ---May 1---===

Chong

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Lab Meeting & Seminar Summer 2020

2020-04-10T20:04:25Z

Lu: /* ---Apr 24--- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Friday at 3pm-4pm, Location: Jolley 224'''

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* Wireless Health ([http://mobihealth.name/])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

=== ---Jan 10---===

Dingwen

=== ---Jan 17---===

Jiangnan

=== ---Jan 24---===

Ruixuan

=== ---Jan 31---===

Dingwen

=== ---Feb 7--- ===

Canceled

=== ---Feb 14--- ===

Yehan

=== ---Feb 21--- ===

Canceled

=== ---Feb 28 --- ===

Chong

=== ---Mar 6 --- ===

Haoran

=== ---Mar 13--- ===

Ruixuan

=== ---Mar 20--- ===

Canceled

=== ---Mar 27--- ===

Canceled

=== ---Apr 3--- ===

Bing

=== ---Apr 10--- ===

Jiangnan

=== ---Apr 17--- ===

Hanyang

=== ---Apr 24---===

Jingwen

=== ---May 1---===

Chong

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Lab Meeting & Seminar Summer 2020

2020-04-10T20:04:13Z

Lu: /* ---Apr 17--- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Friday at 3pm-4pm, Location: Jolley 224'''

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* Wireless Health ([http://mobihealth.name/])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

=== ---Jan 10---===

Dingwen

=== ---Jan 17---===

Jiangnan

=== ---Jan 24---===

Ruixuan

=== ---Jan 31---===

Dingwen

=== ---Feb 7--- ===

Canceled

=== ---Feb 14--- ===

Yehan

=== ---Feb 21--- ===

Canceled

=== ---Feb 28 --- ===

Chong

=== ---Mar 6 --- ===

Haoran

=== ---Mar 13--- ===

Ruixuan

=== ---Mar 20--- ===

Canceled

=== ---Mar 27--- ===

Canceled

=== ---Apr 3--- ===

Bing

=== ---Apr 10--- ===

Jiangnan

=== ---Apr 17--- ===

Hanyang

=== ---Apr 24---===

Chong

=== ---May 1---===

Chong

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

Lab Meeting & Seminar Summer 2020

2020-04-10T20:03:25Z

Lu: /* ---May 1--- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Friday at 3pm-4pm, Location: Jolley 224'''

* SenSys ([http://sensys.acm.org])
* IPSN ([http://ipsn.acm.org])
* RTSS ([http://www.rtss.org/])
* RTAS ([http://www.rtas.org/])
* ICCPS ([http://www.iccps.org])
* Wireless Health ([http://mobihealth.name/])
* MobiCom ([https://sigmobile.org/mobicom/2019/])
* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
* NSDI ([https://www.usenix.org/conference/nsdi19])
* SOSP ([https://www.sigops.org/])
* OSDI ([https://www.usenix.org/conference/osdi18/])

=== ---Jan 10---===

Dingwen

=== ---Jan 17---===

Jiangnan

=== ---Jan 24---===

Ruixuan

=== ---Jan 31---===

Dingwen

=== ---Feb 7--- ===

Canceled

=== ---Feb 14--- ===

Yehan

=== ---Feb 21--- ===

Canceled

=== ---Feb 28 --- ===

Chong

=== ---Mar 6 --- ===

Haoran

=== ---Mar 13--- ===

Ruixuan

=== ---Mar 20--- ===

Canceled

=== ---Mar 27--- ===

Canceled

=== ---Apr 3--- ===

Bing

=== ---Apr 10--- ===

Jiangnan

=== ---Apr 17--- ===

Yehan

=== ---Apr 24---===

Chong

=== ---May 1---===

Chong

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7100 Research Seminar on Machine Learning

2020-03-17T19:42:13Z

Lu: /* ---Mar 12 --- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
* '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar]

This seminar examines machine learning by studying seminal papers and recent research results. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. The theme of this semester's seminar is '''Machine Learning for Health'''. We will read and discuss papers from recent major conferences and journals on machine learning, data mining, and AI related to healthcare. These conferences and journals include:

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])

=== ---Jan 23 ---===

Presenter: Dingwen Li

Paper: DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards, AAAI-2020, D. Li, P. Lyons, C. Lu, M. Kollef. ([https://www.cse.wustl.edu/~lu/papers/aaai20.pdf])

=== ---Jan 30 ---===

Presenter: Ruixuan Dai

Paper: Shen, Yichen, et al. "Ambulatory Atrial Fibrillation Monitoring Using Wearable Photoplethysmography with Deep Learning." Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2019.
URL: https://www.kdd.org/kdd2019/accepted-papers/view/ambulatory-atrial-fibrillation-monitoring-using-wearable-photoplethysmograp

=== ---Feb 06 ---===

Presenter: Ali Ghubaish

Paper: MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare, NeurIPS 2018, E. Choi, et al. ([https://papers.nips.cc/paper/7706-mime-multilevel-medical-embedding-of-electronic-health-records-for-predictive-healthcare.pdf])

=== ---Feb 13 ---===
Presenter: Hanyang Liu

Paper: Alaa, Ahmed M., and Mihaela van der Schaar. "Bayesian inference of individualized treatment effects using multi-task gaussian processes." Advances in Neural Information Processing Systems. 2017.
URL: https://papers.nips.cc/paper/6934-bayesian-inference-of-individualized-treatment-effects-using-multi-task-gaussian-processes.pdf

=== ---Feb 20 ---===
Presenter: Jingwen Zhang

Paper: Song, Huan, Deepta Rajan, Jayaraman J. Thiagarajan, and Andreas Spanias. "Attend and diagnose: Clinical time series analysis using attention models." In Thirty-second AAAI conference on artificial intelligence. 2018.
URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewPaper/16325

=== ---Feb 27 ---===

Canceled for Big Ideas event

=== ---Mar 05 ---===
Presenter: Joss Wang

Paper: Maithra Raghu, Chiyuan Zhang, Jon Kleinberg, Samy Bengio, Transfusion: Understanding Transfer Learning for Medical Imaging, NeurIPS 2019. URL: https://arxiv.org/pdf/1902.07208.pdf

=== ---Mar 12 ---===
Spring Break - No Seminar

=== ---Mar 19 ---===
Spring Break - No Seminar

=== ---Mar 26 ---===

'''Double Header'''

Presenters: Hao Liu and Adith Boloor

Paper 1: X. Zhang et al., MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records, KDD 2019. URL: https://dl.acm.org/doi/10.1145/3292500.3330779

Paper 2: A. Rajkomar et al., Scalable and Accurate Deep Learning with Electronic Health Records, npj Digital Medicine (2018) 1:18. URL: https://www.nature.com/articles/s41746-018-0029-1.pdf

=== ---Apr 02 ---===
'''Double Header'''

Presenters: Zhuangzhuang Zhang and Bing Xue

Paper 1: Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation, NIPS 2018, Y. Li, et al. ([https://papers.nips.cc/paper/7426-hybrid-retrieval-generation-reinforced-agent-for-medical-image-report-generation])

Paper 2: Hao Wang, Chengzhi Mao, Hao He, Mingmin Zhao, Tommi S. Jaakkola, and Dina Katabi, Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling, AAAI Conference on Artificial Intelligence (AAAI-19), 2019.
URL: https://www.aaai.org/ojs/index.php/AAAI/article/view/3855

=== ---Apr 09 ---===

'''Double Header'''

Presenters: Liang Tong and Kathryn Sarullo

Paper 1: Z. Zhang, C. Yan, D.A. Mesa, J. Sun, and B.A. Malin, Ensuring Electronic Medical Record Simulation through Better Training, Modeling, and Evaluation, Journal of the American Medical Informatics Association, Volume 27, Issue 1, January 2020, Pages 99–108. URL: https://doi.org/10.1093/jamia/ocz161

Paper 2: P. Washington et al.,Feature Selection and Dimension Reduction of Social Autism Data, Pacific Symposium on Biocomputing 2020. URL: https://psb.stanford.edu/psb-online/proceedings/psb20/Washington.pdf

=== ---Apr 16 ---===
Presenter: Sayantan Kumar

Paper: Deep Learning Global Glomerulosclerosis in Transplant Kidney Frozen Sections, IEEE Transactions on Medical Imaging, 2018, J. Marsh, et al. ([https://ieeexplore.ieee.org/document/8398488])

=== ---Apr 23 ---===
Presenter: Raj Venkatesaramani

Paper: Peng Han, Peng Yang, Peilin Zhao, Shuo Shang, Yong Liu, Jiayu Zhou, Xin Gao, and Panos Kalnis. 2019. GCN-MF: Disease-Gene Association Identification By Graph Convolutional Networks and Matrix Factorization. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD ’19). Association for Computing Machinery, New York, NY, USA, 705–713. URL: https://www.kdd.org/kdd2019/accepted-papers/view/gcn-mf-disease-gene-association-identification-by-graph-convolutional-netwo

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7100 Research Seminar on Machine Learning

2020-03-17T19:41:55Z

Lu: /* ---Mar 19 --- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
* '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar]

This seminar examines machine learning by studying seminal papers and recent research results. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. The theme of this semester's seminar is '''Machine Learning for Health'''. We will read and discuss papers from recent major conferences and journals on machine learning, data mining, and AI related to healthcare. These conferences and journals include:

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])

=== ---Jan 23 ---===

Presenter: Dingwen Li

Paper: DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards, AAAI-2020, D. Li, P. Lyons, C. Lu, M. Kollef. ([https://www.cse.wustl.edu/~lu/papers/aaai20.pdf])

=== ---Jan 30 ---===

Presenter: Ruixuan Dai

Paper: Shen, Yichen, et al. "Ambulatory Atrial Fibrillation Monitoring Using Wearable Photoplethysmography with Deep Learning." Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2019.
URL: https://www.kdd.org/kdd2019/accepted-papers/view/ambulatory-atrial-fibrillation-monitoring-using-wearable-photoplethysmograp

=== ---Feb 06 ---===

Presenter: Ali Ghubaish

Paper: MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare, NeurIPS 2018, E. Choi, et al. ([https://papers.nips.cc/paper/7706-mime-multilevel-medical-embedding-of-electronic-health-records-for-predictive-healthcare.pdf])

=== ---Feb 13 ---===
Presenter: Hanyang Liu

Paper: Alaa, Ahmed M., and Mihaela van der Schaar. "Bayesian inference of individualized treatment effects using multi-task gaussian processes." Advances in Neural Information Processing Systems. 2017.
URL: https://papers.nips.cc/paper/6934-bayesian-inference-of-individualized-treatment-effects-using-multi-task-gaussian-processes.pdf

=== ---Feb 20 ---===
Presenter: Jingwen Zhang

Paper: Song, Huan, Deepta Rajan, Jayaraman J. Thiagarajan, and Andreas Spanias. "Attend and diagnose: Clinical time series analysis using attention models." In Thirty-second AAAI conference on artificial intelligence. 2018.
URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewPaper/16325

=== ---Feb 27 ---===

Canceled for Big Ideas event

=== ---Mar 05 ---===
Presenter: Joss Wang

Paper: Maithra Raghu, Chiyuan Zhang, Jon Kleinberg, Samy Bengio, Transfusion: Understanding Transfer Learning for Medical Imaging, NeurIPS 2019. URL: https://arxiv.org/pdf/1902.07208.pdf

=== ---Mar 12 ---===
Spring break - no seminar

=== ---Mar 19 ---===
Spring Break - No Seminar

=== ---Mar 26 ---===

'''Double Header'''

Presenters: Hao Liu and Adith Boloor

Paper 1: X. Zhang et al., MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records, KDD 2019. URL: https://dl.acm.org/doi/10.1145/3292500.3330779

Paper 2: A. Rajkomar et al., Scalable and Accurate Deep Learning with Electronic Health Records, npj Digital Medicine (2018) 1:18. URL: https://www.nature.com/articles/s41746-018-0029-1.pdf

=== ---Apr 02 ---===
'''Double Header'''

Presenters: Zhuangzhuang Zhang and Bing Xue

Paper 1: Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation, NIPS 2018, Y. Li, et al. ([https://papers.nips.cc/paper/7426-hybrid-retrieval-generation-reinforced-agent-for-medical-image-report-generation])

Paper 2: Hao Wang, Chengzhi Mao, Hao He, Mingmin Zhao, Tommi S. Jaakkola, and Dina Katabi, Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling, AAAI Conference on Artificial Intelligence (AAAI-19), 2019.
URL: https://www.aaai.org/ojs/index.php/AAAI/article/view/3855

=== ---Apr 09 ---===

'''Double Header'''

Presenters: Liang Tong and Kathryn Sarullo

Paper 1: Z. Zhang, C. Yan, D.A. Mesa, J. Sun, and B.A. Malin, Ensuring Electronic Medical Record Simulation through Better Training, Modeling, and Evaluation, Journal of the American Medical Informatics Association, Volume 27, Issue 1, January 2020, Pages 99–108. URL: https://doi.org/10.1093/jamia/ocz161

Paper 2: P. Washington et al.,Feature Selection and Dimension Reduction of Social Autism Data, Pacific Symposium on Biocomputing 2020. URL: https://psb.stanford.edu/psb-online/proceedings/psb20/Washington.pdf

=== ---Apr 16 ---===
Presenter: Sayantan Kumar

Paper: Deep Learning Global Glomerulosclerosis in Transplant Kidney Frozen Sections, IEEE Transactions on Medical Imaging, 2018, J. Marsh, et al. ([https://ieeexplore.ieee.org/document/8398488])

=== ---Apr 23 ---===
Presenter: Raj Venkatesaramani

Paper: Peng Han, Peng Yang, Peilin Zhao, Shuo Shang, Yong Liu, Jiayu Zhou, Xin Gao, and Panos Kalnis. 2019. GCN-MF: Disease-Gene Association Identification By Graph Convolutional Networks and Matrix Factorization. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD ’19). Association for Computing Machinery, New York, NY, USA, 705–713. URL: https://www.kdd.org/kdd2019/accepted-papers/view/gcn-mf-disease-gene-association-identification-by-graph-convolutional-netwo

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7100 Research Seminar on Machine Learning

2020-03-17T19:41:32Z

Lu: /* ---Apr 02 --- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
* '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar]

This seminar examines machine learning by studying seminal papers and recent research results. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. The theme of this semester's seminar is '''Machine Learning for Health'''. We will read and discuss papers from recent major conferences and journals on machine learning, data mining, and AI related to healthcare. These conferences and journals include:

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])

=== ---Jan 23 ---===

Presenter: Dingwen Li

Paper: DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards, AAAI-2020, D. Li, P. Lyons, C. Lu, M. Kollef. ([https://www.cse.wustl.edu/~lu/papers/aaai20.pdf])

=== ---Jan 30 ---===

Presenter: Ruixuan Dai

Paper: Shen, Yichen, et al. "Ambulatory Atrial Fibrillation Monitoring Using Wearable Photoplethysmography with Deep Learning." Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2019.
URL: https://www.kdd.org/kdd2019/accepted-papers/view/ambulatory-atrial-fibrillation-monitoring-using-wearable-photoplethysmograp

=== ---Feb 06 ---===

Presenter: Ali Ghubaish

Paper: MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare, NeurIPS 2018, E. Choi, et al. ([https://papers.nips.cc/paper/7706-mime-multilevel-medical-embedding-of-electronic-health-records-for-predictive-healthcare.pdf])

=== ---Feb 13 ---===
Presenter: Hanyang Liu

Paper: Alaa, Ahmed M., and Mihaela van der Schaar. "Bayesian inference of individualized treatment effects using multi-task gaussian processes." Advances in Neural Information Processing Systems. 2017.
URL: https://papers.nips.cc/paper/6934-bayesian-inference-of-individualized-treatment-effects-using-multi-task-gaussian-processes.pdf

=== ---Feb 20 ---===
Presenter: Jingwen Zhang

Paper: Song, Huan, Deepta Rajan, Jayaraman J. Thiagarajan, and Andreas Spanias. "Attend and diagnose: Clinical time series analysis using attention models." In Thirty-second AAAI conference on artificial intelligence. 2018.
URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewPaper/16325

=== ---Feb 27 ---===

Canceled for Big Ideas event

=== ---Mar 05 ---===
Presenter: Joss Wang

Paper: Maithra Raghu, Chiyuan Zhang, Jon Kleinberg, Samy Bengio, Transfusion: Understanding Transfer Learning for Medical Imaging, NeurIPS 2019. URL: https://arxiv.org/pdf/1902.07208.pdf

=== ---Mar 12 ---===
Spring break - no seminar

=== ---Mar 19 ---===
Presenter: Bing Xue

=== ---Mar 26 ---===

'''Double Header'''

Presenters: Hao Liu and Adith Boloor

Paper 1: X. Zhang et al., MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records, KDD 2019. URL: https://dl.acm.org/doi/10.1145/3292500.3330779

Paper 2: A. Rajkomar et al., Scalable and Accurate Deep Learning with Electronic Health Records, npj Digital Medicine (2018) 1:18. URL: https://www.nature.com/articles/s41746-018-0029-1.pdf

=== ---Apr 02 ---===
'''Double Header'''

Presenters: Zhuangzhuang Zhang and Bing Xue

Paper 1: Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation, NIPS 2018, Y. Li, et al. ([https://papers.nips.cc/paper/7426-hybrid-retrieval-generation-reinforced-agent-for-medical-image-report-generation])

Paper 2: Hao Wang, Chengzhi Mao, Hao He, Mingmin Zhao, Tommi S. Jaakkola, and Dina Katabi, Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling, AAAI Conference on Artificial Intelligence (AAAI-19), 2019.
URL: https://www.aaai.org/ojs/index.php/AAAI/article/view/3855

=== ---Apr 09 ---===

'''Double Header'''

Presenters: Liang Tong and Kathryn Sarullo

Paper 1: Z. Zhang, C. Yan, D.A. Mesa, J. Sun, and B.A. Malin, Ensuring Electronic Medical Record Simulation through Better Training, Modeling, and Evaluation, Journal of the American Medical Informatics Association, Volume 27, Issue 1, January 2020, Pages 99–108. URL: https://doi.org/10.1093/jamia/ocz161

Paper 2: P. Washington et al.,Feature Selection and Dimension Reduction of Social Autism Data, Pacific Symposium on Biocomputing 2020. URL: https://psb.stanford.edu/psb-online/proceedings/psb20/Washington.pdf

=== ---Apr 16 ---===
Presenter: Sayantan Kumar

Paper: Deep Learning Global Glomerulosclerosis in Transplant Kidney Frozen Sections, IEEE Transactions on Medical Imaging, 2018, J. Marsh, et al. ([https://ieeexplore.ieee.org/document/8398488])

=== ---Apr 23 ---===
Presenter: Raj Venkatesaramani

Paper: Peng Han, Peng Yang, Peilin Zhao, Shuo Shang, Yong Liu, Jiayu Zhou, Xin Gao, and Panos Kalnis. 2019. GCN-MF: Disease-Gene Association Identification By Graph Convolutional Networks and Matrix Factorization. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD ’19). Association for Computing Machinery, New York, NY, USA, 705–713. URL: https://www.kdd.org/kdd2019/accepted-papers/view/gcn-mf-disease-gene-association-identification-by-graph-convolutional-netwo

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7100 Research Seminar on Machine Learning

2020-03-17T19:40:47Z

Lu: /* ---Mar 19 --- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
* '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar]

This seminar examines machine learning by studying seminal papers and recent research results. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. The theme of this semester's seminar is '''Machine Learning for Health'''. We will read and discuss papers from recent major conferences and journals on machine learning, data mining, and AI related to healthcare. These conferences and journals include:

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])

=== ---Jan 23 ---===

Presenter: Dingwen Li

Paper: DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards, AAAI-2020, D. Li, P. Lyons, C. Lu, M. Kollef. ([https://www.cse.wustl.edu/~lu/papers/aaai20.pdf])

=== ---Jan 30 ---===

Presenter: Ruixuan Dai

Paper: Shen, Yichen, et al. "Ambulatory Atrial Fibrillation Monitoring Using Wearable Photoplethysmography with Deep Learning." Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2019.
URL: https://www.kdd.org/kdd2019/accepted-papers/view/ambulatory-atrial-fibrillation-monitoring-using-wearable-photoplethysmograp

=== ---Feb 06 ---===

Presenter: Ali Ghubaish

Paper: MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare, NeurIPS 2018, E. Choi, et al. ([https://papers.nips.cc/paper/7706-mime-multilevel-medical-embedding-of-electronic-health-records-for-predictive-healthcare.pdf])

=== ---Feb 13 ---===
Presenter: Hanyang Liu

Paper: Alaa, Ahmed M., and Mihaela van der Schaar. "Bayesian inference of individualized treatment effects using multi-task gaussian processes." Advances in Neural Information Processing Systems. 2017.
URL: https://papers.nips.cc/paper/6934-bayesian-inference-of-individualized-treatment-effects-using-multi-task-gaussian-processes.pdf

=== ---Feb 20 ---===
Presenter: Jingwen Zhang

Paper: Song, Huan, Deepta Rajan, Jayaraman J. Thiagarajan, and Andreas Spanias. "Attend and diagnose: Clinical time series analysis using attention models." In Thirty-second AAAI conference on artificial intelligence. 2018.
URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewPaper/16325

=== ---Feb 27 ---===

Canceled for Big Ideas event

=== ---Mar 05 ---===
Presenter: Joss Wang

Paper: Maithra Raghu, Chiyuan Zhang, Jon Kleinberg, Samy Bengio, Transfusion: Understanding Transfer Learning for Medical Imaging, NeurIPS 2019. URL: https://arxiv.org/pdf/1902.07208.pdf

=== ---Mar 12 ---===
Spring break - no seminar

=== ---Mar 19 ---===
Presenter: Bing Xue

=== ---Mar 26 ---===

'''Double Header'''

Presenters: Hao Liu and Adith Boloor

Paper 1: X. Zhang et al., MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records, KDD 2019. URL: https://dl.acm.org/doi/10.1145/3292500.3330779

Paper 2: A. Rajkomar et al., Scalable and Accurate Deep Learning with Electronic Health Records, npj Digital Medicine (2018) 1:18. URL: https://www.nature.com/articles/s41746-018-0029-1.pdf

=== ---Apr 02 ---===
Presenter: Zhuangzhuang Zhang

Paper: Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation, NIPS 2018, Y. Li, et al. ([https://papers.nips.cc/paper/7426-hybrid-retrieval-generation-reinforced-agent-for-medical-image-report-generation])

=== ---Apr 09 ---===

'''Double Header'''

Presenters: Liang Tong and Kathryn Sarullo

Paper 1: Z. Zhang, C. Yan, D.A. Mesa, J. Sun, and B.A. Malin, Ensuring Electronic Medical Record Simulation through Better Training, Modeling, and Evaluation, Journal of the American Medical Informatics Association, Volume 27, Issue 1, January 2020, Pages 99–108. URL: https://doi.org/10.1093/jamia/ocz161

Paper 2: P. Washington et al.,Feature Selection and Dimension Reduction of Social Autism Data, Pacific Symposium on Biocomputing 2020. URL: https://psb.stanford.edu/psb-online/proceedings/psb20/Washington.pdf

=== ---Apr 16 ---===
Presenter: Sayantan Kumar

Paper: Deep Learning Global Glomerulosclerosis in Transplant Kidney Frozen Sections, IEEE Transactions on Medical Imaging, 2018, J. Marsh, et al. ([https://ieeexplore.ieee.org/document/8398488])

=== ---Apr 23 ---===
Presenter: Raj Venkatesaramani

Paper: Peng Han, Peng Yang, Peilin Zhao, Shuo Shang, Yong Liu, Jiayu Zhou, Xin Gao, and Panos Kalnis. 2019. GCN-MF: Disease-Gene Association Identification By Graph Convolutional Networks and Matrix Factorization. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD ’19). Association for Computing Machinery, New York, NY, USA, 705–713. URL: https://www.kdd.org/kdd2019/accepted-papers/view/gcn-mf-disease-gene-association-identification-by-graph-convolutional-netwo

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7100 Research Seminar on Machine Learning

2020-02-12T19:46:32Z

Lu: /* ---Apr 09 --- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
* '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar]

This seminar examines machine learning by studying seminal papers and recent research results. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. The theme of this semester's seminar is '''Machine Learning for Health'''. We will read and discuss papers from recent major conferences and journals on machine learning, data mining, and AI related to healthcare. These conferences and journals include:

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])

=== ---Jan 23 ---===

Presenter: Dingwen Li

Paper: DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards, AAAI-2020, D. Li, P. Lyons, C. Lu, M. Kollef. ([https://www.cse.wustl.edu/~lu/papers/aaai20.pdf])

=== ---Jan 30 ---===

Presenter: Ruixuan Dai

Paper: Shen, Yichen, et al. "Ambulatory Atrial Fibrillation Monitoring Using Wearable Photoplethysmography with Deep Learning." Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2019.
URL: https://www.kdd.org/kdd2019/accepted-papers/view/ambulatory-atrial-fibrillation-monitoring-using-wearable-photoplethysmograp

=== ---Feb 06 ---===

Presenter: Ali Ghubaish

Paper: MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare, NeurIPS 2018, E. Choi, et al. ([https://papers.nips.cc/paper/7706-mime-multilevel-medical-embedding-of-electronic-health-records-for-predictive-healthcare.pdf])

=== ---Feb 13 ---===
Presenter: Hanyang Liu

Paper: Alaa, Ahmed M., and Mihaela van der Schaar. "Bayesian inference of individualized treatment effects using multi-task gaussian processes." Advances in Neural Information Processing Systems. 2017.
URL: https://papers.nips.cc/paper/6934-bayesian-inference-of-individualized-treatment-effects-using-multi-task-gaussian-processes.pdf

=== ---Feb 20 ---===
Presenter: Jingwen Zhang

Paper: Song, Huan, Deepta Rajan, Jayaraman J. Thiagarajan, and Andreas Spanias. "Attend and diagnose: Clinical time series analysis using attention models." In Thirty-second AAAI conference on artificial intelligence. 2018.
URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewPaper/16325

=== ---Feb 27 ---===

Canceled for Big Ideas event

=== ---Mar 05 ---===
Presenter: Joss Wang

Paper: Maithra Raghu, Chiyuan Zhang, Jon Kleinberg, Samy Bengio, Transfusion: Understanding Transfer Learning for Medical Imaging, NeurIPS 2019. URL: https://arxiv.org/pdf/1902.07208.pdf

=== ---Mar 12 ---===
Spring break - no seminar

=== ---Mar 19 ---===
Presenter: Bing Xue

Paper: Hao Wang, Chengzhi Mao, Hao He, Mingmin Zhao, Tommi S. Jaakkola, and Dina Katabi, Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling, AAAI Conference on Artificial Intelligence (AAAI-19), 2019.
URL: https://www.aaai.org/ojs/index.php/AAAI/article/view/3855

=== ---Mar 26 ---===

'''Double Header'''

Presenters: Hao Liu and Adith Boloor

Paper 1: X. Zhang et al., MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records, KDD 2019. URL: https://dl.acm.org/doi/10.1145/3292500.3330779

Paper 2: A. Rajkomar et al., Scalable and Accurate Deep Learning with Electronic Health Records, npj Digital Medicine (2018) 1:18. URL: https://www.nature.com/articles/s41746-018-0029-1.pdf

=== ---Apr 02 ---===
Presenter: Zhuangzhuang Zhang

Paper: Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation, NIPS 2018, Y. Li, et al. ([https://papers.nips.cc/paper/7426-hybrid-retrieval-generation-reinforced-agent-for-medical-image-report-generation])

=== ---Apr 09 ---===

'''Double Header'''

Presenters: Liang Tong and Kathryn Sarullo

Paper 1: Z. Zhang, C. Yan, D.A. Mesa, J. Sun, and B.A. Malin, Ensuring Electronic Medical Record Simulation through Better Training, Modeling, and Evaluation, Journal of the American Medical Informatics Association, Volume 27, Issue 1, January 2020, Pages 99–108. URL: https://doi.org/10.1093/jamia/ocz161

Paper 2: P. Washington et al.,Feature Selection and Dimension Reduction of Social Autism Data, Pacific Symposium on Biocomputing 2020. URL: https://psb.stanford.edu/psb-online/proceedings/psb20/Washington.pdf

=== ---Apr 16 ---===
Presenter: Sayantan Kumar

Paper: Deep Learning Global Glomerulosclerosis in Transplant Kidney Frozen Sections, IEEE Transactions on Medical Imaging, 2018, J. Marsh, et al. ([https://ieeexplore.ieee.org/document/8398488])

=== ---Apr 23 ---===
Presenter: Raj Venkatesaramani

Paper: Peng Han, Peng Yang, Peilin Zhao, Shuo Shang, Yong Liu, Jiayu Zhou, Xin Gao, and Panos Kalnis. 2019. GCN-MF: Disease-Gene Association Identification By Graph Convolutional Networks and Matrix Factorization. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD ’19). Association for Computing Machinery, New York, NY, USA, 705–713. URL: https://www.kdd.org/kdd2019/accepted-papers/view/gcn-mf-disease-gene-association-identification-by-graph-convolutional-netwo

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]

CSE 7100 Research Seminar on Machine Learning

2020-02-12T19:43:36Z

Lu: /* ---Feb 27 --- */

{| align="right"
| __TOC__
|}

* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
* '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar]

This seminar examines machine learning by studying seminal papers and recent research results. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. The theme of this semester's seminar is '''Machine Learning for Health'''. We will read and discuss papers from recent major conferences and journals on machine learning, data mining, and AI related to healthcare. These conferences and journals include:

* NeurIPS ([http://nips.cc/])
* ICML ([http://icml.cc/])
* AAAI ([http://www.aaai.org/])
* SIGKDD ([http://www.kdd.org/])
* IJCAI ([http://www.ijcai.org/])
* IMWUT ([http://dl.acm.org/journal/imwut])
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
* HEALTH ([http://dl.acm.org/journal/health])

=== ---Jan 23 ---===

Presenter: Dingwen Li

Paper: DeepAlerts: Deep Learning Based Multi-horizon Alerts for Clinical Deterioration on Oncology Hospital Wards, AAAI-2020, D. Li, P. Lyons, C. Lu, M. Kollef. ([https://www.cse.wustl.edu/~lu/papers/aaai20.pdf])

=== ---Jan 30 ---===

Presenter: Ruixuan Dai

Paper: Shen, Yichen, et al. "Ambulatory Atrial Fibrillation Monitoring Using Wearable Photoplethysmography with Deep Learning." Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2019.
URL: https://www.kdd.org/kdd2019/accepted-papers/view/ambulatory-atrial-fibrillation-monitoring-using-wearable-photoplethysmograp

=== ---Feb 06 ---===

Presenter: Ali Ghubaish

Paper: MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare, NeurIPS 2018, E. Choi, et al. ([https://papers.nips.cc/paper/7706-mime-multilevel-medical-embedding-of-electronic-health-records-for-predictive-healthcare.pdf])

=== ---Feb 13 ---===
Presenter: Hanyang Liu

Paper: Alaa, Ahmed M., and Mihaela van der Schaar. "Bayesian inference of individualized treatment effects using multi-task gaussian processes." Advances in Neural Information Processing Systems. 2017.
URL: https://papers.nips.cc/paper/6934-bayesian-inference-of-individualized-treatment-effects-using-multi-task-gaussian-processes.pdf

=== ---Feb 20 ---===
Presenter: Jingwen Zhang

Paper: Song, Huan, Deepta Rajan, Jayaraman J. Thiagarajan, and Andreas Spanias. "Attend and diagnose: Clinical time series analysis using attention models." In Thirty-second AAAI conference on artificial intelligence. 2018.
URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewPaper/16325

=== ---Feb 27 ---===

Canceled for Big Ideas event

=== ---Mar 05 ---===
Presenter: Joss Wang

Paper: Maithra Raghu, Chiyuan Zhang, Jon Kleinberg, Samy Bengio, Transfusion: Understanding Transfer Learning for Medical Imaging, NeurIPS 2019. URL: https://arxiv.org/pdf/1902.07208.pdf

=== ---Mar 12 ---===
Spring break - no seminar

=== ---Mar 19 ---===
Presenter: Bing Xue

Paper: Hao Wang, Chengzhi Mao, Hao He, Mingmin Zhao, Tommi S. Jaakkola, and Dina Katabi, Bidirectional Inference Networks:A Class of Deep Bayesian Networks for Health Profiling, AAAI Conference on Artificial Intelligence (AAAI-19), 2019.
URL: https://www.aaai.org/ojs/index.php/AAAI/article/view/3855

=== ---Mar 26 ---===

'''Double Header'''

Presenters: Hao Liu and Adith Boloor

Paper 1: X. Zhang et al., MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records, KDD 2019. URL: https://dl.acm.org/doi/10.1145/3292500.3330779

Paper 2: A. Rajkomar et al., Scalable and Accurate Deep Learning with Electronic Health Records, npj Digital Medicine (2018) 1:18. URL: https://www.nature.com/articles/s41746-018-0029-1.pdf

=== ---Apr 02 ---===
Presenter: Zhuangzhuang Zhang

Paper: Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation, NIPS 2018, Y. Li, et al. ([https://papers.nips.cc/paper/7426-hybrid-retrieval-generation-reinforced-agent-for-medical-image-report-generation])

=== ---Apr 09 ---===
Presenter: Liang Tong

Paper: Ziqi Zhang, Chao Yan, Diego A Mesa, Jimeng Sun, Bradley A Malin, Ensuring electronic medical record simulation through better training, modeling, and evaluation, Journal of the American Medical Informatics Association, Volume 27, Issue 1, January 2020, Pages 99–108, https://doi.org/10.1093/jamia/ocz161

=== ---Apr 16 ---===
Presenter: Sayantan Kumar

Paper: Deep Learning Global Glomerulosclerosis in Transplant Kidney Frozen Sections, IEEE Transactions on Medical Imaging, 2018, J. Marsh, et al. ([https://ieeexplore.ieee.org/document/8398488])

=== ---Apr 23 ---===
Presenter: Raj Venkatesaramani

Paper: Peng Han, Peng Yang, Peilin Zhao, Shuo Shang, Yong Liu, Jiayu Zhou, Xin Gao, and Panos Kalnis. 2019. GCN-MF: Disease-Gene Association Identification By Graph Convolutional Networks and Matrix Factorization. In Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD ’19). Association for Computing Machinery, New York, NY, USA, 705–713. URL: https://www.kdd.org/kdd2019/accepted-papers/view/gcn-mf-disease-gene-association-identification-by-graph-convolutional-netwo

==Previous Semesters==

* [[Seminar Fall 2019|Fall 2019]]
* [[Seminar Summer 2019|Summer 2019]]
* [[Seminar Spring 2019|Spring 2019]]
* [[Seminar Fall 2018|Fall 2018]]
* [[Seminar Summer 2018|Summer 2018]]
* [[Seminar Spring 2018|Spring 2018]]
* [[Seminar Fall 2017|Fall 2017]]
* [[Seminar Summer 2017|Summer 2017]]
* [[Seminar Spring 2017|Spring 2017]]
* [[Seminar Fall 2016|Fall 2016]]
* [[Seminar Summer 2016|Summer 2016]]
* [[Seminar Spring 2016|Spring 2016]]
* [[Seminar Fall 2015|Fall 2015]]
* [[Seminar Summer 2015|Summer 2015]]
* [[Seminar Spring 2015|Spring 2015]]
* [[Seminar Fall 2014|Fall 2014]]
* [[Seminar Summer 2014|Summer 2014]]
* [[Seminar Spring 2014|Spring 2014]]
* [[Seminar Fall 2013|Fall 2013]]
* [[Seminar Summer 2013|Summer 2013]]
* [[Seminar Spring 2013|Spring 2013]]
* [[Seminar Fall 2012|Fall 2012]]
* [[Seminar Summer 2012|Summer 2012]]
* [[Seminar Spring 2012|Spring 2012]]
* [[Seminar Fall 2011|Fall 2011]]
* [[Seminar Summer 2011|Summer 2011]]
* [[Seminar Spring 2011|Spring 2011]]
* [[Seminar Fall 2010|Fall 2010]]
* [[Seminar Spring 2010|Spring 2010]]
* [[Seminar Fall 2009|Fall 2009]]
* [[Seminar Summer 2009|Summer 2009]]
* [[Seminar Spring 2009|Spring 2009]]
* [[Seminar Fall 2008|Fall 2008]]
* [[Seminar Summer 2008|Summer 2008]]
* [[Seminar Spring 2008|Spring 2008]]
* [[Fall 2007]]
* [[Summer 2007]]
* [[Spring 2007]]
* [[Fall 2006]]
* [[Spring 2006]]
* [[Fall 2005]]
* [[Spring 2005]]
* [[Fall 2004]]
* [[Spring 2004]]
* [[Fall 2003]]
* [[Spring 2003]]
* [[Fall 2002]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2002.html Spring 2002]
* [http://userfs.cec.wustl.edu/~cs673/fall.2001.html Fall 2001]
* [http://userfs.cec.wustl.edu/~cs673/spring.2001.html Spring 2001]
* [[Fall 2000]]
* [http://userfs.cec.wustl.edu/~cs673/spring.2000.html Spring 2000]
* [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998]
* [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998]

==Previous Lab Meetings==
* [[Labmeeting Spring 2020|Spring 2020]]
* [[Labmeeting Fall 2014|Fall 2014]]
* [[Labmeeting Summer 2014|Summer 2014]]
* [[Labmeeting Spring 2014|Spring 2014]]