Difference between revisions of "CSE 7100 Research Seminar on Machine Learning"

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* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
 
* '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu]
* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
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* '''Time''': Thursday at 4pm-4:50pm
* '''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:
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=== ---ML for Health ---===
  
 
* NeurIPS ([http://nips.cc/])
 
* NeurIPS ([http://nips.cc/])
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* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
 
* Digital Medicine ([http://www.nature.com/npjdigitalmed/])
 
* HEALTH ([http://dl.acm.org/journal/health])
 
* HEALTH ([http://dl.acm.org/journal/health])
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* Lancet Digital Health ([https://www.thelancet.com/journals/landig/issues#decade=loi_decade_201])
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=== ---Cyber Physical Systems ---===
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* SenSys ([http://sensys.acm.org])
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* IPSN ([http://ipsn.acm.org])
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* RTSS ([http://www.rtss.org/])
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* RTAS ([http://www.rtas.org/])
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* ICCPS ([http://www.iccps.org])
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* Wireless Health ([http://mobihealth.name/])
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* MobiCom ([https://sigmobile.org/mobicom/2019/])
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* MobiSys ([http://www.sigmobile.org/mobisys/2019/])
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* Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/])
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* NSDI ([https://www.usenix.org/conference/nsdi19])
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* SOSP ([https://www.sigops.org/])
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* OSDI ([https://www.usenix.org/conference/osdi18/])
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=== ---Jan 23 ---===
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=== ---Oct 1 ---===
  
Presenter: Dingwen Li
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Seminar: Ruixuan
  
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])
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Lab Meeting: Hanyang
  
=== ---Jan 30 ---===
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=== ---Oct 8 ---===
  
Presenter: Ruixuan Dai
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Seminar: Jingwen
  
=== ---Feb 06 ---===
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Lab Meeting: Bing
  
Presenter: Ali Ghubaish
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=== ---Oct 15 ---===
  
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])
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Seminar: Hanyang
  
=== ---Feb 13 ---===
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Lab Meeting: Dingwen
Presenter: Hanyang Liu
 
  
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=== ---Oct 22 ---===
  
=== ---Feb 20 ---===
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Seminar: Bing
Presenter: Jingwen Zhang
 
  
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Lab Meeting: Haoran
  
=== ---Feb 27 ---===
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=== ---Oct 29---===
  
Presenter: Kathryn Sarullo
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Seminar: Dingwen
  
=== ---Mar 05 ---===
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Lab Meeting: Ruixuan
Presenter: Joss Wang
 
  
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=== ---Nov 5---===
  
=== ---Mar 12 ---===
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Seminar: Haoran
Spring break - no seminar
 
  
=== ---Mar 19 ---===
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Lab Meeting: Jingwen
Presenter: Bing Xue
 
  
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=== ---Nov 12---===
  
=== ---Mar 26 ---===
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Seminar: Ruixuan
Presenter: Hao Liu
 
  
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Lab Meeting: Hanyang
  
=== ---Apr 02 ---===
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=== ---Nov 19---===
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])
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Seminar: Jingwen
  
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Lab Meeting: Bing
  
=== ---Apr 09 ---===
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=== ---Nov 26---===
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
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Seminar: Hangyang
  
=== ---Apr 16 ---===
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Lab Meeting: Dingwen
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])
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=== ---Dec 3---===
  
=== ---Apr 23 ---===
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Seminar: Bing
Presenter: Raj Venkatesaramani
 
  
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Lab Meeting: Haoran
  
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=== ---Dec 10---===
  
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Seminar: Dingwen
  
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Lab Meeting: Ruixuan
  
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=== ---Dec 17---===
  
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Seminar: Haoran
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Lab Meeting: Jingwen
  
  
 
==Previous Semesters==
 
==Previous Semesters==
 
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* [[Seminar Spring 2020|Spring 2020]]
 
* [[Seminar Fall 2019|Fall 2019]]
 
* [[Seminar Fall 2019|Fall 2019]]
 
* [[Seminar Summer 2019|Summer 2019]]
 
* [[Seminar Summer 2019|Summer 2019]]

Latest revision as of 05:31, 29 September 2020


---ML for Health ---

  • NeurIPS ([1])
  • ICML ([2])
  • AAAI ([3])
  • SIGKDD ([4])
  • IJCAI ([5])
  • IMWUT ([6])
  • Digital Medicine ([7])
  • HEALTH ([8])
  • Lancet Digital Health ([9])

---Cyber Physical Systems ---


---Oct 1 ---

Seminar: Ruixuan

Lab Meeting: Hanyang

---Oct 8 ---

Seminar: Jingwen

Lab Meeting: Bing

---Oct 15 ---

Seminar: Hanyang

Lab Meeting: Dingwen

---Oct 22 ---

Seminar: Bing

Lab Meeting: Haoran

---Oct 29---

Seminar: Dingwen

Lab Meeting: Ruixuan

---Nov 5---

Seminar: Haoran

Lab Meeting: Jingwen

---Nov 12---

Seminar: Ruixuan

Lab Meeting: Hanyang

---Nov 19---

Seminar: Jingwen

Lab Meeting: Bing

---Nov 26---

Seminar: Hangyang

Lab Meeting: Dingwen

---Dec 3---

Seminar: Bing

Lab Meeting: Haoran

---Dec 10---

Seminar: Dingwen

Lab Meeting: Ruixuan

---Dec 17---

Seminar: Haoran

Lab Meeting: Jingwen


Previous Semesters

Previous Lab Meetings