Resources

Dynamic Treatment Regimens and Precision Medicine

Statistical Methods for Dynamic Treatment Regimes, Bibhas Chakraborty and Erica E.M. Moodie

Adaptive Treatment Strategies in Practice: Planning Trials and Analyzing Data for Personalized Medicine, Michael R. Kosorok and Erica E.M. Moodie

Dynamic Treatment Regimes: Statistical Methods for Precision Medicine by Anastasios A. Tsiatis, Marie Davidian, Shannon T. Holloway, Eric B. Laber

Semiparametric Statistics

Semiparametric Theory and Missing Data, Anastasios A. Tsiatis

High Dimensional Statistics

Statistical Learning with Sparsity: The Lasso and Generalizations by Trevor Hastie, Robert Tibshirani and Martin Wainwright

High-Dimensional Probability, An Introduction with Applications in Data Science by Roman Vershynin

High-Dimensional Statistics: A Non-Asymptotic Viewpoint by Martin J. Wainwright