Proximal Learning for Individualized Treatment Regimes Under Unmeasured Confounding
From MaRDI portal
Publication:6567887
DOI10.1080/01621459.2022.2147841MaRDI QIDQ6567887
Xiaoke Zhang, Rui Miao, Zhengling Qi
Publication date: 5 July 2024
Published in: Journal of the American Statistical Association (Search for Journal in Brave)
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- Gaussian approximation of suprema of empirical processes
- Performance guarantees for individualized treatment rules
- On adaptive estimation
- High-dimensional \(A\)-learning for optimal dynamic treatment regimes
- \({\mathcal Q}\)-learning
- Estimation of Nonparametric Conditional Moment Models With Possibly Nonsmooth Generalized Residuals
- ON THE COMPLETENESS CONDITION IN NONPARAMETRIC INSTRUMENTAL PROBLEMS
- A Distributional Approach for Causal Inference Using Propensity Scores
- Efficiency Bounds for Semiparametric Regression
- Quantile-Optimal Treatment Regimes
- Identifying causal effects with proxy variables of an unmeasured confounder
- Local Identification of Nonparametric and Semiparametric Models
- Estimating Individualized Treatment Rules Using Outcome Weighted Learning
- Assessing the Sensitivity of Regression Results to Unmeasured Confounders in Observational Studies
- A new approach to causal inference in mortality studies with a sustained exposure period—application to control of the healthy worker survivor effect
- A Robust Method for Estimating Optimal Treatment Regimes
- Bounded, Efficient and Multiply Robust Estimation of Average Treatment Effects Using Instrumental Variables
- Approximate Residual Balancing: Debiased Inference of Average Treatment Effects in High Dimensions
- Policy Learning With Observational Data
- Multiply Robust Causal Inference with Double-Negative Control Adjustment for Categorical Unmeasured Confounding
- Double/debiased machine learning for treatment and structural parameters
- Doubly robust learning for estimating individualized treatment with censored data
- Kernel-based covariate functional balancing for observational studies
- Semi-Nonparametric IV Estimation of Shape-Invariant Engel Curves
- Instrumental Variable Estimation of Nonparametric Models
- Efficient Estimation of Models with Conditional Moment Restrictions Containing Unknown Functions
- A Semiparametric Instrumental Variable Approach to Optimal Treatment Regimes Under Endogeneity
- Optimal Individualized Decision Rules Using Instrumental Variable Methods
- Linear integral equations
- High-Dimensional Precision Medicine From Patient-Derived Xenografts
Related Items (1)
This page was built for publication: Proximal Learning for Individualized Treatment Regimes Under Unmeasured Confounding