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Statistical Methods for Dynamic Treatment Regimes

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Cover of 'Statistical Methods for Dynamic Treatment Regimes'

Table of Contents

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    Book Overview
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    Chapter 1 Introduction
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    Chapter 2 The Data: Observational Studies and Sequentially Randomized Trials
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    Chapter 3 Statistical Reinforcement Learning
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    Chapter 4 Semi-parametric Estimation of Optimal DTRs by Modeling Contrasts of Conditional Mean Outcomes
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    Chapter 5 Estimation of Optimal DTRs by Directly Modeling Regimes
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    Chapter 6 G-computation: Parametric Estimation of Optimal DTRs
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    Chapter 7 Estimation of DTRs for Alternative Outcome Types
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    Chapter 8 Inference and Non-regularity
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    Chapter 9 Additional Considerations and Final Thoughts
Attention for Chapter 4: Semi-parametric Estimation of Optimal DTRs by Modeling Contrasts of Conditional Mean Outcomes
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