Doubly Robust Estimation of Optimal Dosing Strategies

DOI10.1080/01621459.2020.1753521zbMath1457.62372OpenAlexW3015403274MaRDI QIDQ5857146

Juliana Schulz, Erica E. M. Moodie

Publication date: 30 March 2021

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/01621459.2020.1753521

zbMATH Keywords

continuous treatmentgeneralized propensity scoreprecision medicinedynamic treatment regimes

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Sequential estimation (62L12)

Related Items (6)

Augmented direct learning for conditional average treatment effect estimation with double robustness ⋮ Privacy-preserving estimation of an optimal individualized treatment rule: a case study in maximizing time to severe depression-related outcomes ⋮ A Single-Index Model With a Surface-Link for Optimizing Individualized Dose Rules ⋮ Dynamic treatment regimes with interference ⋮ Optimal Treatment Regimes: A Review and Empirical Comparison ⋮ Evaluating the use of generalized dynamic weighted ordinary least squares for individualized HIV treatment strategies

Uses Software

• DTRreg

Cites Work

• Unnamed Item
• Propensity score weighting for causal inference with multiple treatments
• Statistical methods for dynamic treatment regimes. Reinforcement learning, causal inference, and personalized medicine
• Doubly-robust dynamic treatment regimen estimation via weighted least squares
• Optimal individualized dosing strategies: A pharmacologic approach to developing dynamic treatment regimens for continuous-valued treatments
• On Bayesian estimation of marginal structural models
• The role of the propensity score in estimating dose-response functions
• Estimating Individualized Treatment Rules Using Outcome Weighted Learning
• Balancing Covariates via Propensity Score Weighting
• A Robust Method for Estimating Optimal Treatment Regimes
• Reward ignorant modeling of dynamic treatment regimes
• Estimating Optimal Dynamic Treatment Regimes With Survival Outcomes
• Optimal Structural Nested Models for Optimal Sequential Decisions

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