Search All 2020 Events
 

27 Results

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Workshop
Sat 10:50 "Automated ML and its transformative impact on medicine and healthcare" by Mihaela van der Schaar
Mihaela van der Schaar
Tutorial
Mon 1:00 Machine Learning for Healthcare: Challenges, Methods, Frontiers
Mihaela van der Schaar
Poster
Wed 15:00 Time Series Deconfounder: Estimating Treatment Effects over Time in the Presence of Hidden Confounders
Ioana Bica · Ahmed Alaa · Mihaela van der Schaar
Poster
Wed 5:00 On Validation and Planning of An Optimal Decision Rule with Application in Healthcare Studies
Hengrui Cai · Wenbin Lu · Rui Song
Poster
Wed 12:00 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
Poster
Wed 10:00 Temporal Phenotyping using Deep Predictive Clustering of Disease Progression
Changhee Lee · Mihaela van der Schaar
Poster
Thu 6:00 Estimation of Bounds on Potential Outcomes For Decision Making
Maggie Makar · Fredrik Johansson · John Guttag · David Sontag
Affinity Workshop
Mon 9:45 Breakout Session 3.1: Healthcare and Machine Learning: Real World Applications and Challenges
Poster
Wed 13:00 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
Poster
Wed 10:00 Causal Effect Estimation and Optimal Dose Suggestions in Mobile Health
Liangyu Zhu · Wenbin Lu · Rui Song
Workshop
Fri 4:30 Invited Talk: Learning despite the unknown - missing data imputation in healthcare
Mihaela van der Schaar
Poster
Tue 9:00 BoXHED: Boosted eXact Hazard Estimator with Dynamic covariates
Xiaochen Wang · Arash Pakbin · Bobak Mortazavi · Hongyu Zhao · Donald Lee