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Statistical Methods for Dynamic Treatment Regimes: Reinforcement Learning, Causal Inference, and Personalized Medicine

Statistical Methods for Dynamic Treatment Regimes: Reinforcement Learning, Causal Inference, and Personalized Medicine

Paperback

Series: Statistics for Biology and Health, Book 76

Medical ReferenceGeneral ScienceProbability & Statistics

ISBN10: 1489990305
ISBN13: 9781489990303
Publisher: Springer Nature
Published: Feb 8 2015
Pages: 204
Weight: 0.70
Height: 0.47 Width: 6.14 Depth: 9.21
Language: English
Introduction.- The Data: Observational Studies and Sequentially Randomized Trials.- Statistical Reinforcement Learning.- Estimation of Optimal DTRs by Modeling Contrasts of Conditional Mean Outcomes.- Estimation of Optimal DTRs by Directly Modeling Regimes.- G-computation: Parametric Estimation of Optimal DTRs.- Estimation DTRs for Alternative Outcome Types.- Inference and Non-regularity.- Additional Considerations and Final Thoughts.- Glossary.- Index.- References.

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