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]
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* '''Time: Thursday at 4pm-4:50pm, Location: Jolley 309 (''New Location'')'''
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* '''Time''': Thursday at 4pm-4:50pm
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* '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar]
 
  
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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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Presenter: Dingwen Li
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=== ---Oct 1 ---===
  
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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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Seminar: Ruixuan
  
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=== ---Jan 30 ---===
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Lab Meeting: Hanyang
  
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Presenter: Ruixuan Dai
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=== ---Oct 8 ---===
  
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=== ---Feb 06 ---===
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Seminar: Jingwen
  
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Presenter: Ali Ghubaish
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Lab Meeting: Bing
  
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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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=== ---Oct 15 ---===
  
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=== ---Feb 13 ---===
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Seminar: Hanyang
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Presenter: Hanyang Liu
 
  
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Lab Meeting: Dingwen
  
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=== ---Feb 20 ---===
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=== ---Oct 22 ---===
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Presenter: Jingwen Zhang
 
  
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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.
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Seminar: Bing
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URL: https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewPaper/16325
 
  
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=== ---Feb 27 ---===
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Lab Meeting: Haoran
  
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Presenter: Kathryn Sarullo
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=== ---Oct 29---===
  
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Paper: Feature Selection and Dimension Reduction of Social Autism Data, Pacific Symposium on Biocomputing 2020, P. Washington et al. ([https://psb.stanford.edu/psb-online/proceedings/psb20/Washington.pdf])
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Seminar: Dingwen
  
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=== ---Mar 05 ---===
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Lab Meeting: Ruixuan
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Presenter: Joss Wang
 
  
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Paper: Deepfakes for Medical Video De-Identification: Privacy Protection and Diagnostic Information Preservation, AAAI 2020,  B. Zhu, et al.
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=== ---Nov 5---===
  
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=== ---Mar 12 ---===
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Seminar: Haoran
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Spring break - no seminar
 
  
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=== ---Mar 19 ---===
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Lab Meeting: Jingwen
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Presenter: Bing Xue
 
  
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=== ---Nov 12---===
  
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=== ---Mar 26 ---===
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Seminar: Ruixuan
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Presenter: Hao Liu
 
  
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Paper: MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records, KDD 2019, X. Zhang et al. ([https://dl.acm.org/doi/10.1145/3292500.3330779])
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Lab Meeting: Hanyang
  
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=== ---Nov 19---===
  
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=== ---Apr 02 ---===
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Seminar: Jingwen
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Presenter: Zhuangzhuang Zhang
 
  
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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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Lab Meeting: Bing
  
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=== ---Nov 26---===
  
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=== ---Apr 09 ---===
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Seminar: Hangyang
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Presenter: Liang Tong
 
  
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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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Lab Meeting: Dingwen
  
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=== ---Apr 16 ---===
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=== ---Dec 3---===
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Presenter: Sayantan Kumar
 
  
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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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Seminar: Bing
  
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=== ---Apr 23 ---===
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Lab Meeting: Haoran
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Presenter: Raj Venkatesaramani
 
  
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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

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