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Batch Policy Learning in Average Reward Markov Decision Processes

Jul 23, 2020
Peng Liao, Zhengling Qi, Susan Murphy


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Learning Optimal Distributionally Robust Individualized Treatment Rules

Jun 26, 2020
Weibin Mo, Zhengling Qi, Yufeng Liu


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Statistical Analysis of Stationary Solutions of Coupled Nonconvex Nonsmooth Empirical Risk Minimization

Oct 06, 2019
Zhengling Qi, Ying Cui, Yufeng Liu, Jong-Shi Pang


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Estimation of Individualized Decision Rules Based on an Optimized Covariate-Dependent Equivalent of Random Outcomes

Aug 27, 2019
Zhengling Qi, Ying Cui, Yufeng Liu, Jong-Shi Pang


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