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295 * ! Wed, 8/11/2021, 3:30 PM - 5:20 PM Virtual
Causal, Robust, and Machine Learning for Survival Outcomes — Invited Papers
Lifetime Data Science Section, Biometrics Section, Section on Statistics in Epidemiology
Organizer(s): Jelena Bradic, University of California, San Diego
Chair(s): Jelena Bradic, University of California, San Diego
3:35 PM Instrumental Variable Estimation of Marginal Structural Cox Model for Time-Varying Treatments
Eric Tchetgen Tchetgen, University of Pennsylvania
4:00 PM Some Advances in Finite-Horizon Reinforcement Learning for Time-to-Event Outcomes
Michael Kosorok, University of North Carolina at Chapel Hill
4:25 PM Assumption-Lean Inference for Cox Regression Parameters
Stijn Vansteelandt, Ghent University; Oliver Dukes, Ghent University; Kelly Van Lancker, Ghent University, Belgium
4:50 PM Towards Double Robustness under the Cox Marginal Structural Model
Ronghui Xu, University of California at San Diego; Denise Rava, Ucsd; Jelena Bradic, University of California, San Diego
5:15 PM Floor Discussion