Subgroup identification and variable selection for treatment decision making
DOI10.1214/21-AOAS1468zbMath1498.62273OpenAlexW4221090431MaRDI QIDQ2135330
Publication date: 6 May 2022
Published in: The Annals of Applied Statistics (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1214/21-aoas1468
classificationinteractionvariable selectionLassooptimal treatment regimeeffect modificationbackward eliminationheterogeneous treatment effect
Ridge regression; shrinkage estimators (Lasso) (62J07) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to biology and medical sciences; meta analysis (62P10) Nonparametric estimation (62G05)
Cites Work
- Unnamed Item
- Sequential Advantage Selection for Optimal Treatment Regimes
- Statistical inference for the mean outcome under a possibly non-unique optimal treatment strategy
- Statistical methods for dynamic treatment regimes. Reinforcement learning, causal inference, and personalized medicine
- Performance guarantees for individualized treatment rules
- Variable selection for estimating the optimal treatment regimes in the presence of a large number of covariates
- On testing conditional qualitative treatment effects
- C-learning: A new classification framework to estimate optimal dynamic treatment regimes
- Adaptive Treatment Strategies in Practice
- A Generalized Estimator of the Attributable Benefit of an Optimal Treatment Regime
- A general statistical framework for subgroup identification and comparative treatment scoring
- Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
- Quantile-Optimal Treatment Regimes
- Estimating Individualized Treatment Rules Using Outcome Weighted Learning
- Optimal Dynamic Treatment Regimes
- A Robust Method for Estimating Optimal Treatment Regimes
- A Simple Method for Estimating Interactions Between a Treatment and a Large Number of Covariates
- Policy Learning With Observational Data
- Demystifying Optimal Dynamic Treatment Regimes
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