Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health
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Published By Springer New York

9781461474272, 9781461474289

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The Data: Observational Studies and Sequentially Randomized Trials

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_2 ◽

2013 ◽

pp. 9-30 ◽

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

Keyword(s):

Observational Studies ◽

Randomized Trials

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Additional Considerations and Final Thoughts

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_9 ◽

2013 ◽

pp. 169-180

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

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Inference and Non-regularity

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_8 ◽

2013 ◽

pp. 127-168

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

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Semi-parametric Estimation of Optimal DTRs by Modeling Contrasts of Conditional Mean Outcomes

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_4 ◽

2013 ◽

pp. 53-78

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

Keyword(s):

Parametric Estimation ◽

Conditional Mean

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Estimation of DTRs for Alternative Outcome Types

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_7 ◽

2013 ◽

pp. 113-125

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

Keyword(s):

Alternative Outcome

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G-computation: Parametric Estimation of Optimal DTRs

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_6 ◽

2013 ◽

pp. 101-112 ◽

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

Keyword(s):

Parametric Estimation

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Estimation of Optimal DTRs by Directly Modeling Regimes

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_5 ◽

2013 ◽

pp. 79-100

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

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Statistical Reinforcement Learning

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_3 ◽

2013 ◽

pp. 31-52 ◽

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

Keyword(s):

Reinforcement Learning

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Introduction

Statistical Methods for Dynamic Treatment Regimes - Statistics for Biology and Health ◽

10.1007/978-1-4614-7428-9_1 ◽

2013 ◽

pp. 1-8

Author(s):

Bibhas Chakraborty ◽

Erica E. M. Moodie

Download Full-text