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IntelligentPooling: practical Thompson sampling for mHealth

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Publication:2071414
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DOI10.1007/s10994-021-05995-8OpenAlexW3176599804MaRDI QIDQ2071414

Sabina Tomkins, Predrag Klasnja, Peng Liao, Susan A. Murphy

Publication date: 28 January 2022

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2008.01571


zbMATH Keywords

non-stationary environmentclinical trialmixed effectsThompson samplingphysical activityBayesian reward modelmobile health


Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)



Uses Software

  • Scikit
  • GPyTorch


Cites Work

  • Random-Effects Models for Longitudinal Data
  • Linear Thompson sampling revisited
  • Linear mixed models with endogenous covariates: modeling sequential treatment effects with application to a mobile health study
  • A Tutorial on Thompson Sampling
  • Parametric Empirical Bayes Inference: Theory and Applications
  • Learning to Optimize via Posterior Sampling
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