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

By Erica E.M. Moodie and Bibhas Chakraborty

Book Overview

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.

• Format: Paperback
• Language: English
• ISBN: 1489990305
• ISBN13: 9781489990303
• Release Date: February 2015
• Publisher: Springer
• Length: 204 Pages
• Weight: 0.70 lbs.
• Dimensions: 0.5" x 6.1" x 9.2"