Optimal Dynamic Treatment Regimes

[1]  Eric B. Laber,et al.  A Robust Method for Estimating Optimal Treatment Regimes , 2012, Biometrics.

[2]  Ree Dawson,et al.  Efficient design and inference for multistage randomized trials of individualized treatment policies. , 2012, Biostatistics.

[3]  S. Murphy,et al.  Optimal dynamic treatment regimes , 2003 .

[4]  Anastasios A. Tsiatis,et al.  Q- and A-learning Methods for Estimating Optimal Dynamic Treatment Regimes , 2012, Statistical science : a review journal of the Institute of Mathematical Statistics.

[5]  S. Murphy,et al.  An experimental design for the development of adaptive treatment strategies , 2005, Statistics in medicine.

[6]  Peter Dayan,et al.  Q-learning , 1992, Machine Learning.

[7]  James M. Robins,et al.  Optimal Structural Nested Models for Optimal Sequential Decisions , 2004 .

[8]  Rui Song,et al.  Using pilot data to size a two‐arm randomized trial to find a nearly optimal personalized treatment strategy , 2016, Statistics in medicine.

[9]  Yingqi Zhao,et al.  Inference for Optimal Dynamic Treatment Regimes Using an Adaptive m‐Out‐of‐n Bootstrap Scheme , 2013, Biometrics.

[10]  Daniel J. Lizotte,et al.  Set‐valued dynamic treatment regimes for competing outcomes , 2012, Biometrics.

[11]  B. Chakraborty,et al.  Statistical Methods for Dynamic Treatment Regimes: Reinforcement Learning, Causal Inference, and Personalized Medicine , 2013 .

[12]  J. Robins,et al.  The International Journal of Biostatistics CAUSAL INFERENCE Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes , Part I : Main Content , 2011 .

[13]  Min Zhang,et al.  Estimating optimal treatment regimes from a classification perspective , 2012, Stat.

[14]  Phil Ansell,et al.  Regret‐Regression for Optimal Dynamic Treatment Regimes , 2010, Biometrics.

[15]  Inbal Nahum-Shani,et al.  Q-learning: a data analysis method for constructing adaptive interventions. , 2012, Psychological methods.

[16]  Marie Davidian,et al.  Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions. , 2013, Biometrika.

[17]  Donglin Zeng,et al.  New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes , 2015, Journal of the American Statistical Association.

[18]  Erica E M Moodie,et al.  Demystifying Optimal Dynamic Treatment Regimes , 2007, Biometrics.

[19]  Eric B. Laber,et al.  Estimation of optimal dynamic treatment regimes , 2014, Clinical trials.

[20]  Eric B. Laber,et al.  Doubly Robust Learning for Estimating Individualized Treatment with Censored Data. , 2015, Biometrika.

[21]  Donglin Zeng,et al.  Estimating Individualized Treatment Rules Using Outcome Weighted Learning , 2012, Journal of the American Statistical Association.

[22]  S. Murphy,et al.  Dynamic Treatment Regimes. , 2014, Annual review of statistics and its application.

[23]  Eric B. Laber,et al.  Dynamic treatment regimes: Technical challenges and applications , 2014 .