Privacy-preserving estimation of an optimal individualized treatment rule: a case study in maximizing time to severe depression-related outcomes
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Publication:2163822
DOI10.1007/s10985-022-09554-8OpenAlexW4225262102WikidataQ114689651 ScholiaQ114689651MaRDI QIDQ2163822
Janie Coulombe, Erica E. M. Moodie, Coraline Danieli, Christel Renoux, Susan M. Shortreed
Publication date: 11 August 2022
Published in: Lifetime Data Analysis (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/2202.07003
effect modificationdata aggregationprecision medicinedistributed regressiondynamic weighted survival modellingselective serotonin reuptake inhibitors
Applications of statistics to biology and medical sciences; meta analysis (62P10) General biostatistics (92B15) Survival analysis and censored data (62Nxx)
Uses Software
Cites Work
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- Longitudinal data analysis using generalized linear models
- Statistical methods for dynamic treatment regimes. Reinforcement learning, causal inference, and personalized medicine
- Q-learning with censored data
- 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
- Multiple Imputation After 18+ Years
- Outcome‐adaptive lasso: Variable selection for causal inference
- Optimal Dynamic Treatment Regimes
- Balancing Covariates via Propensity Score Weighting
- Optimal dynamic treatment regimes with survival endpoints: introducing DWSurv in the R package DTRreg
- Estimating Optimal Dynamic Treatment Regimes With Survival Outcomes
- Optimal Structural Nested Models for Optimal Sequential Decisions
- Multiple imputation of discrete and continuous data by fully conditional specification
- Doubly Robust Estimation of Optimal Dosing Strategies