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Tutorial
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Mon 1:00
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Machine Learning for Healthcare: Challenges, Methods, Frontiers
Mihaela van der Schaar
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Poster
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Wed 15:00
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Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders
Ioana Bica · Ahmed Alaa · Mihaela van der Schaar
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Poster
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Wed 5:00
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On Validation and Planning of An Optimal Decision Rule with Application in Healthcare Studies
Hengrui Cai · Wenbin Lu · Rui Song
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Poster
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Wed 12:00
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Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions
Omer Gottesman · Joseph Futoma · Yao Liu · Sonali Parbhoo · Leo Celi · Emma Brunskill · Finale Doshi-Velez
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Poster
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Wed 10:00
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Temporal Phenotyping using Deep Predictive Clustering of Disease Progression
Changhee Lee · Mihaela van der Schaar
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Workshop
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Sat 10:50
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"Automated ML and its transformative impact on medicine and healthcare" by Mihaela van der Schaar
Mihaela van der Schaar
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Poster
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Thu 6:00
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Estimation of Bounds on Potential Outcomes For Decision Making
Maggie Makar · Fredrik Johansson · John Guttag · David Sontag
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Poster
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Wed 13:00
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Adding seemingly uninformative labels helps in low data regimes
Christos Matsoukas · Albert Bou Hernandez · Yue Liu · Karin Dembrower · Gisele Miranda · Emir Konuk · Johan Fredin Haslum · Athanasios Zouzos · Peter Lindholm · Fredrik Strand · Kevin Smith
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Poster
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Wed 10:00
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Causal Effect Estimation and Optimal Dose Suggestions in Mobile Health
Liangyu Zhu · Wenbin Lu · Rui Song
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Affinity Workshop
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Mon 9:45
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Breakout Session 3.1: Healthcare and Machine Learning: Real World Applications and Challenges
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Workshop
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Fri 4:30
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Invited Talk: Learning despite the unknown - missing data imputation in healthcare
Mihaela van der Schaar
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Poster
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Tue 9:00
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BoXHED: Boosted eXact Hazard Estimator with Dynamic covariates
Xiaochen Wang · Arash Pakbin · Bobak Mortazavi · Hongyu Zhao · Donald Lee
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