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@inproceedings{DBLP:conf/chil/ChuR022,
author = {Zhixuan Chu and
Stephen L. Rathbun and
Sheng Li},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Multi-Task Adversarial Learning for Treatment Effect Estimation in
Basket Trials},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {79--91},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/chu22a.html},
timestamp = {Wed, 27 Apr 2022 11:24:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/ChuR022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/El-HayY22,
author = {Tal El{-}Hay and
Chen Yanover},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Estimating Model Performance on External Samples from Their Limited
Statistical Characteristics},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {48--62},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/el-hay22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/El-HayY22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/FatemiWPNCBCG22,
author = {Mehdi Fatemi and
Mary Wu and
Jeremy Petch and
Walter Nelson and
Stuart J. Connolly and
Alexander Benz and
Anthony Carnicelli and
Marzyeh Ghassemi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Semi-Markov Offline Reinforcement Learning for Healthcare},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {119--137},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/fatemi22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/FatemiWPNCBCG22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/FloresCPZHSHN22,
author = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Ayah Zirikly and
Michael C. Hughes and
Tasmie Sarker and
Joyce C. Ho and
Tristan Naumann},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Conference on Health, Inference, and Learning {(CHIL)} 2022},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {1--4},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/flores22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/FloresCPZHSHN22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/HuangDD22,
author = {Xiaolei Huang and
Franck Dernoncourt and
Mark Dredze},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Enriching Unsupervised User Embedding via Medical Concepts},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {63--78},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/huang22a.html},
timestamp = {Thu, 01 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/chil/HuangDD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/HurLOPKC22,
author = {Kyunghoon Hur and
Jiyoung Lee and
Jungwoo Oh and
Wesley Price and
Younghak Kim and
Edward Choi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Unifying Heterogeneous Electronic Health Records Systems via Text-Based
Code Embedding},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {183--203},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/hur22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/HurLOPKC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/JeanselmeTB22,
author = {Vincent Jeanselme and
Brian D. M. Tom and
Jessica K. Barrett},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Neural Survival Clustering: Non-parametric mixture of neural networks
for survival clustering},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {92--102},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/jeanselme22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/JeanselmeTB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/KeramatiGCDB22,
author = {Ramtin Keramati and
Omer Gottesman and
Leo Anthony Celi and
Finale Doshi{-}Velez and
Emma Brunskill},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Identification of Subgroups With Similar Benefits in Off-Policy Policy
Evaluation},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {397--410},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/keramati22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/KeramatiGCDB22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/KillianGJ22,
author = {Taylor W. Killian and
Marzyeh Ghassemi and
Shalmali Joshi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Counterfactually Guided Policy Transfer in Clinical Settings},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {5--31},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/killian22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/KillianGJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/KimBKC22,
author = {Daeyoung Kim and
Seongsu Bae and
Seungho Kim and
Edward Choi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Uncertainty-Aware Text-to-Program for Question Answering on Structured
Electronic Health Records},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {138--151},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/kim22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/KimBKC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/KimWR22,
author = {Juyong Kim and
Jeremy C. Weiss and
Pradeep Ravikumar},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Context-Sensitive Spelling Correction of Clinical Text via Conditional
Independence},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {234--247},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/kim22b.html},
timestamp = {Wed, 18 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/chil/KimWR22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/KinyanjuiJ22,
author = {Newton Mwai Kinyanjui and
Fredrik D. Johansson},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {{ADCB:} An Alzheimer's disease simulator for benchmarking observational
estimators of causal effects},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {103--118},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/kinyanjui22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/KinyanjuiJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/LeeJKYKC22,
author = {Kwanhyung Lee and
Hyewon Jeong and
Seyun Kim and
Donghwa Yang and
Hoon{-}Chul Kang and
Edward Choi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Real-Time Seizure Detection using {EEG:} {A} Comprehensive Comparison
of Recent Approaches under a Realistic Setting},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {311--337},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/lee22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/LeeJKYKC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/OhCKHC22,
author = {Jungwoo Oh and
Hyunseung Chung and
Joon{-}Myoung Kwon and
Dong{-}gyun Hong and
Edward Choi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Lead-agnostic Self-supervised Learning for Local and Global Representations
of Electrocardiogram},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {338--353},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/oh22a.html},
timestamp = {Sat, 18 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/chil/OhCKHC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/PalUS22,
author = {Ankit Pal and
Logesh Kumar Umapathi and
Malaikannan Sankarasubbu},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {MedMCQA: {A} Large-scale Multi-Subject Multi-Choice Dataset for Medical
domain Question Answering},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {248--260},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/pal22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/PalUS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/ParkBKKC22,
author = {Sungjin Park and
Seongsu Bae and
Jiho Kim and
Tackeun Kim and
Edward Choi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Graph-Text Multi-Modal Pre-training for Medical Representation Learning},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {261--281},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/park22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/ParkBKKC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/PfistererHJX22,
author = {Florian Pfisterer and
Chris Harbron and
Gunther Jansen and
Tao Xu},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Evaluating Domain Generalization for Survival Analysis in Clinical
Studies},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {32--47},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/pfisterer22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/PfistererHJX22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/RaghuSPGS22,
author = {Aniruddh Raghu and
Divya Shanmugam and
Eugene Pomerantsev and
John V. Guttag and
Collin M. Stultz},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Data Augmentation for Electrocardiograms},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {282--310},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/raghu22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/RaghuSPGS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/RahimianKKF22,
author = {Shadi Rahimian and
Raouf Kerkouche and
Ina Kurth and
Mario Fritz},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Practical Challenges in Differentially-Private Federated Survival
Analysis of Medical Data},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {411--425},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/rahimian22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/RahimianKKF22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/RoyMPRGHCSTHH22,
author = {Subhrajit Roy and
Diana Mincu and
Lev Proleev and
Negar Rostamzadeh and
Chintan Ghate and
Natalie Harris and
Christina Chen and
Jessica Schrouff and
Nenad Tomasev and
Fletcher Lee Hartsell and
Katherine A. Heller},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Disability prediction in multiple sclerosis using performance outcome
measures and demographic data},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {375--396},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/roy22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/RoyMPRGHCSTHH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/TonekaboniMAPHJ22,
author = {Sana Tonekaboni and
Gabriela Morgenshtern and
Azadeh Assadi and
Aslesha Pokhrel and
Xi Huang and
Anand Jayarajan and
Robert Greer and
Gennady Pekhimenko and
Melissa D. McCradden and
Mjaye Mazwi and
Anna Goldenberg},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {How to validate Machine Learning Models Prior to Deployment: Silent
trial protocol for evaluation of real-time models at {ICU}},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {169--182},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/tonekaboni22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/TonekaboniMAPHJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/WeatherheadGMME22,
author = {Addison Weatherhead and
Robert Greer and
Michael{-}Alice Moga and
Mjaye Mazwi and
Danny Eytan and
Anna Goldenberg and
Sana Tonekaboni},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Learning Unsupervised Representations for {ICU} Timeseries},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {152--168},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/weatherhead22a.html},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/WeatherheadGMME22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/ZhangDROPG22,
author = {Haoran Zhang and
Natalie Dullerud and
Karsten Roth and
Lauren Oakden{-}Rayner and
Stephen Pfohl and
Marzyeh Ghassemi},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Improving the Fairness of Chest X-ray Classifiers},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {204--233},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/zhang22a.html},
timestamp = {Fri, 26 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/ZhangDROPG22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chil/ZhuDKZLNR22,
author = {Jiacheng Zhu and
Gregory Darnell and
Agni Kumar and
Ding Zhao and
Bo Li and
XuanLong Nguyen and
Shirley You Ren},
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {PhysioMTL: Personalizing Physiological Patterns using Optimal Transport
Multi-Task Regression},
booktitle = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
pages = {354--374},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v174/zhu22a.html},
timestamp = {Mon, 27 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/ZhuDKZLNR22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/chil/2022,
editor = {Gerardo Flores and
George H. Chen and
Tom J. Pollard and
Joyce C. Ho and
Tristan Naumann},
title = {Conference on Health, Inference, and Learning, {CHIL} 2022, 7-8 April
2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {174},
publisher = {{PMLR}},
year = {2022},
url = {http://proceedings.mlr.press/v174/},
timestamp = {Wed, 27 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/chil/2022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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