Synthesizing independent stagewise trials for optimal dynamic treatment regimes

DOI10.1002/sim.8712zbMath1546.62155MaRDI QIDQ6629872

Yuanjia Wang, Yuan Chen, Donglin Zeng

Publication date: 30 October 2024

Published in: Statistics in Medicine (Search for Journal in Brave)

zbMATH Keywords

clinical trialsmachine learningpersonalized medicineQ-functionadaptive treatment strategies

Mathematics Subject Classification ID

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

Cites Work

• Performance guarantees for individualized treatment rules
• Estimation of Survival Distributions of Treatment Policies in Two-Stage Randomization Designs in Clinical Trials
• Tree-based methods for individualized treatment regimes
• Selecting Therapeutic Strategies Based on Efficacy and Death in Multicourse Clinical Trials
• Estimating Individualized Treatment Rules Using Outcome Weighted Learning
• Optimal Dynamic Treatment Regimes
• New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes
• Demystifying Optimal Dynamic Treatment Regimes
• Semiparametric efficient estimation of survival distributions in two-stage randomisation designs in clinical trials with censored data
• Composite interaction tree for simultaneous learning of optimal individualized treatment rules and subgroups

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