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ORCIDCHIL 2022: Virtual Event
- Gerardo Flores, George H. Chen, Tom J. Pollard, Joyce C. Ho, Tristan Naumann:
Conference on Health, Inference, and Learning, CHIL 2022, 7-8 April 2022, Virtual Event. Proceedings of Machine Learning Research 174, PMLR 2022 - Gerardo Flores, George H. Chen, Tom J. Pollard, Ayah Zirikly, Michael C. Hughes, Tasmie Sarker, Joyce C. Ho, Tristan Naumann:
Conference on Health, Inference, and Learning (CHIL) 2022. 1-4 - Taylor W. Killian, Marzyeh Ghassemi, Shalmali Joshi:
Counterfactually Guided Policy Transfer in Clinical Settings. 5-31 - Florian Pfisterer, Chris Harbron, Gunther Jansen, Tao Xu:
Evaluating Domain Generalization for Survival Analysis in Clinical Studies. 32-47 - Tal El-Hay, Chen Yanover:
Estimating Model Performance on External Samples from Their Limited Statistical Characteristics. 48-62 - Xiaolei Huang, Franck Dernoncourt, Mark Dredze:
Enriching Unsupervised User Embedding via Medical Concepts. 63-78 - Zhixuan Chu, Stephen L. Rathbun, Sheng Li:
Multi-Task Adversarial Learning for Treatment Effect Estimation in Basket Trials. 79-91 - Vincent Jeanselme, Brian D. M. Tom, Jessica K. Barrett:
Neural Survival Clustering: Non-parametric mixture of neural networks for survival clustering. 92-102 - Newton Mwai Kinyanjui, Fredrik D. Johansson:
ADCB: An Alzheimer's disease simulator for benchmarking observational estimators of causal effects. 103-118 - Mehdi Fatemi, Mary Wu, Jeremy Petch, Walter Nelson, Stuart J. Connolly, Alexander Benz, Anthony Carnicelli, Marzyeh Ghassemi:
Semi-Markov Offline Reinforcement Learning for Healthcare. 119-137 - Daeyoung Kim, Seongsu Bae, Seungho Kim, Edward Choi:
Uncertainty-Aware Text-to-Program for Question Answering on Structured Electronic Health Records. 138-151 - Addison Weatherhead, Robert Greer, Michael-Alice Moga, Mjaye Mazwi, Danny Eytan, Anna Goldenberg, Sana Tonekaboni:
Learning Unsupervised Representations for ICU Timeseries. 152-168 - Sana Tonekaboni, Gabriela Morgenshtern, Azadeh Assadi
, Aslesha Pokhrel, Xi Huang, Anand Jayarajan, Robert Greer, Gennady Pekhimenko, Melissa D. McCradden, Mjaye Mazwi, Anna Goldenberg:
How to validate Machine Learning Models Prior to Deployment: Silent trial protocol for evaluation of real-time models at ICU. 169-182 - Kyunghoon Hur, Jiyoung Lee, Jungwoo Oh, Wesley Price, Younghak Kim, Edward Choi:
Unifying Heterogeneous Electronic Health Records Systems via Text-Based Code Embedding. 183-203 - Haoran Zhang, Natalie Dullerud, Karsten Roth, Lauren Oakden-Rayner, Stephen Pfohl, Marzyeh Ghassemi:
Improving the Fairness of Chest X-ray Classifiers. 204-233 - Juyong Kim, Jeremy C. Weiss, Pradeep Ravikumar:
Context-Sensitive Spelling Correction of Clinical Text via Conditional Independence. 234-247 - Ankit Pal, Logesh Kumar Umapathi, Malaikannan Sankarasubbu:
MedMCQA: A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering. 248-260 - Sungjin Park, Seongsu Bae, Jiho Kim, Tackeun Kim, Edward Choi:
Graph-Text Multi-Modal Pre-training for Medical Representation Learning. 261-281 - Aniruddh Raghu, Divya Shanmugam, Eugene Pomerantsev, John V. Guttag, Collin M. Stultz:
Data Augmentation for Electrocardiograms. 282-310 - Kwanhyung Lee, Hyewon Jeong, Seyun Kim, Donghwa Yang, Hoon-Chul Kang, Edward Choi:
Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting. 311-337 - Jungwoo Oh, Hyunseung Chung, Joon-Myoung Kwon, Dong-gyun Hong, Edward Choi:
Lead-agnostic Self-supervised Learning for Local and Global Representations of Electrocardiogram. 338-353 - Jiacheng Zhu, Gregory Darnell, Agni Kumar, Ding Zhao, Bo Li, XuanLong Nguyen, Shirley You Ren:
PhysioMTL: Personalizing Physiological Patterns using Optimal Transport Multi-Task Regression. 354-374 - Subhrajit Roy, Diana Mincu, Lev Proleev, Negar Rostamzadeh, Chintan Ghate, Natalie Harris, Christina Chen, Jessica Schrouff, Nenad Tomasev, Fletcher Lee Hartsell, Katherine A. Heller:
Disability prediction in multiple sclerosis using performance outcome measures and demographic data. 375-396 - Ramtin Keramati, Omer Gottesman, Leo Anthony Celi, Finale Doshi-Velez, Emma Brunskill:
Identification of Subgroups With Similar Benefits in Off-Policy Policy Evaluation. 397-410 - Shadi Rahimian, Raouf Kerkouche, Ina Kurth, Mario Fritz:
Practical Challenges in Differentially-Private Federated Survival Analysis of Medical Data. 411-425
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