Bayesian inference for optimal dynamic treatment regimes in practice

Semiparametric Bayesian inference for optimal dynamic treatment regimes via dynamic marginal structural models

(2022) Daniel Rodriguez Duque et al.   BIOSTATISTICS

Bayesian Nonparametric Policy Search With Application to Periodontal Recall Intervals

(2019) Qian Guan et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Bayesian Machine Learning Approach for Optimizing Dynamic Treatment Regimes

(2017) Thomas A. Murray et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Bayesian view of doubly robust causal inference: Table 1.

(2016) O. Saarela et al.   BIOMETRIKA

Bayesian Nonparametric Estimation for Dynamic Treatment Regimes With Sequential Transition Times

(2016) Yanxun Xu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Predictive Bayesian inference and dynamic treatment regimes

(2015) Olli Saarela et al.   BIOMETRICAL JOURNAL

On Bayesian estimation of marginal structural models

(2015) Olli Saarela et al.   BIOMETRICS

Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies

(2015) Peter C. Austin et al.   STATISTICS IN MEDICINE

Genetic Optimization Using Derivatives: ThergenoudPackage forR

(2015) Walter R. Mebane et al.   Journal of Statistical Software

DiceKriging,DiceOptim: TwoRPackages for the Analysis of Computer Experiments by Kriging-Based Metamodeling and Optimization

(2015) Olivier Roustant et al.   Journal of Statistical Software

A benchmark of kriging-based infill criteria for noisy optimization

(2013) Victor Picheny et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Estimating Individualized Treatment Rules Using Outcome Weighted Learning

(2012) Yingqi Zhao et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Effects of Adjusting for Instrumental Variables on Bias and Precision of Effect Estimates

(2011) Jessica A. Myers et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

Optimal Dynamic Regimes: Presenting a Case for Predictive Inference

(2010) Elja Arjas et al.  

Dynamic Regime Marginal Structural Mean Models for Estimation of Optimal Dynamic Treatment Regimes, Part I: Main Content

(2010) Liliana Orellana et al.  

When to Start Treatment? A Systematic Approach to the Comparison of Dynamic Regimes Using Observational Data

(2010) Lauren E. Cain et al.  

Accuracy of Conventional and Marginal Structural Cox Model Estimators: A Simulation Study

(2010) Yongling Xiao et al.  

Reinforcement learning design for cancer clinical trials

(2009) Yufan Zhao et al.   STATISTICS IN MEDICINE