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Robust Batch Policy Learning in Markov Decision Processes


Nov 10, 2020
Zhengling Qi, Peng Liao


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IntelligentPooling: Practical Thompson Sampling for mHealth


Jul 31, 2020
Sabina Tomkins, Peng Liao, Predrag Klasnja, Susan Murphy

* arXiv admin note: text overlap with arXiv:2002.09971 

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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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Rapidly Personalizing Mobile Health Treatment Policies with Limited Data


Feb 23, 2020
Sabina Tomkins, Peng Liao, Predrag Klasnja, Serena Yeung, Susan Murphy


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Off-Policy Estimation of Long-Term Average Outcomes with Applications to Mobile Health


Dec 30, 2019
Peng Liao, Predrag Klasnja, Susan Murphy


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Personalized HeartSteps: A Reinforcement Learning Algorithm for Optimizing Physical Activity


Sep 08, 2019
Peng Liao, Kristjan Greenewald, Predrag Klasnja, Susan Murphy


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Cohesion-based Online Actor-Critic Reinforcement Learning for mHealth Intervention


Aug 23, 2017
Feiyun Zhu, Peng Liao, Xinliang Zhu, Yaowen Yao, Junzhou Huang


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Group-driven Reinforcement Learning for Personalized mHealth Intervention


Aug 14, 2017
Feiyun Zhu, Jun Guo, Zheng Xu, Peng Liao, Junzhou Huang


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