Invited Paper Session

Statistical Reinforcement Learning for Societal Applications

Sun, Aug 3, 2:00 PM - 3:50 PM Room CC-104B Music City Center

Section on Statistical Learning and Data Science co: International Chinese Statistical Associationco: JASA Applications and Case Studiesco: Caucus for Women in Statistics

4 Presentations

Reinforced Risk Prediction with Budget Constraint Using Irregularly Measured Data from Electronic Health Records

2:05 PM - 2:30 PM

Eric Laber

Classification with reject option, Cost-effective, Electronic health records, Functional principal component analysis, Reinforcement learning

Online Personalized Policy Learning Using Mobile Health Data

2:30 PM - 2:55 PM

Min Qian (Columbia University)

contextual bandits generalization error bound

Transferred Deep Q*-Learning for Offline Non-Stationary Reinforcement Learning

2:55 PM - 3:20 PM

Elynn Chen

Finite-horizon Markov decision processes; Non-stationary; Backward inductive $Q^*$-learning; Transfer learning; Neural network approximation;

Statistical Inference on Adaptively Collected Longitudinal Data

3:20 PM - 3:45 PM

Ke Sun

Distributional reinforcement learning; regularized Wasserstein loss; multi-dimensional reward;