scientific article; zbMATH DE number 7307471
From MaRDI portal
Publication:5149228
Chengchun Shi, Rui Song, Wen-Bin Lu
Publication date: 8 February 2021
Full work available at URL: https://jmlr.csail.mit.edu/papers/v21/20-066.html
Title: zbMATH Open Web Interface contents unavailable due to conflicting licenses.
optimal value functionnonregularityprecision medicineoptimal (dynamic) treatment regimesubsample aggregating
Related Items
Subgroup identification and variable selection for treatment decision making, Optimal Treatment Regimes: A Review and Empirical Comparison, A multiagent reinforcement learning framework for off-policy evaluation in two-sided markets, Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons, Transfer learning for contextual multi-armed bandits, Unnamed Item
Cites Work
- Unnamed Item
- Unnamed Item
- Doubly Robust Estimation in Missing Data and Causal Inference Models
- Statistical inference for the mean outcome under a possibly non-unique optimal treatment strategy
- A partially linear framework for massive heterogeneous data
- Performance guarantees for individualized treatment rules
- Fast learning rates for plug-in classifiers
- The jackknife estimate of variance
- High-dimensional \(A\)-learning for optimal dynamic treatment regimes
- \({\mathcal Q}\)-learning
- Analyzing bagging
- Divide and Conquer Kernel Ridge Regression: A Distributed Algorithm with Minimax Optimal Rates
- Using decision lists to construct interpretable and parsimonious treatment regimes
- Interpretable Dynamic Treatment Regimes
- Debiased Inference on Treatment Effect in a High-Dimensional Model
- Support Vector Machines
- Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
- Concordance-Assisted Learning for Estimating Optimal Individualized Treatment Regimes
- Estimating Individualized Treatment Rules Using Outcome Weighted Learning
- Optimal Dynamic Treatment Regimes
- A Robust Method for Estimating Optimal Treatment Regimes
- Maximin Projection Learning for Optimal Treatment Decision with Heterogeneous Individualized Treatment Effects
- Estimation and Accuracy After Model Selection
- Inference for non-regular parameters in optimal dynamic treatment regimes
- Probability Inequalities for Sums of Bounded Random Variables
- New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes
- Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions
