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Online structural kernel selection for mobile health


Jul 21, 2021
Eura Shin, Pedja Klasnja, Susan Murphy, Finale Doshi-Velez

* Workshop paper in ICML IMLH 2021 

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Fast Physical Activity Suggestions: Efficient Hyperparameter Learning in Mobile Health


Dec 21, 2020
Marianne Menictas, Sabina Tomkins, Susan Murphy

* Neurips 2020 workshop: Machine Learning in Mobile Health. arXiv admin note: substantial text overlap with arXiv:2003.12881 

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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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Power-Constrained Bandits


Apr 13, 2020
Jiayu Yao, Emma Brunskill, Weiwei Pan, Susan Murphy, Finale Doshi-Velez


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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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Personalizing Intervention Probabilities By Pooling


Dec 02, 2018
Sabina Tomkins, Predrag Klasnja, Susan Murphy

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:cs/0101200 

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