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Miniature of Policy Learning with Competing Agents

Policy Learning with Competing Agents

Miniature of Estimating Treatment Effect Heterogeneity in Psychiatry: A Review and Tutorial with Causal Forests

Estimating Treatment Effect Heterogeneity in Psychiatry: A Review and Tutorial with Causal Forests

Miniature of Noise-Induced Randomization in Regression Discontinuity Designs

Noise-Induced Randomization in Regression Discontinuity Designs

Miniature of A Prediction Model for Differential Resilience to the Effects of Combat-Related Stressors in US Army Soldiers

A Prediction Model for Differential Resilience to the Effects of Combat-Related Stressors in US Army Soldiers

Miniature of Qini Curves for Multi-Armed Treatment Rules

Qini Curves for Multi-Armed Treatment Rules

Miniature of Evaluating Treatment Prioritization Rules Via Rank-Weighted Average Treatment Effects

Evaluating Treatment Prioritization Rules Via Rank-Weighted Average Treatment Effects

Miniature of Developing an Individualized Treatment Rule for Veterans with Major Depressive Disorder Using Electronic Health Records

Developing an Individualized Treatment Rule for Veterans with Major Depressive Disorder Using Electronic Health Records

Miniature of What Makes Forest-Based Heterogeneous Treatment Effect Estimators Work?

What Makes Forest-Based Heterogeneous Treatment Effect Estimators Work?

Miniature of Proof-Of-Concept of a Data-Driven Approach to Estimate the Associations of Comorbid Mental and Physical Disorders with Global Health-Related Disability

Proof-Of-Concept of a Data-Driven Approach to Estimate the Associations of Comorbid Mental and Physical Disorders with Global Health-Related Disability

Miniature of Weak Signal Asymptotics for Sequentially Randomized Experiments

Weak Signal Asymptotics for Sequentially Randomized Experiments

Miniature of Evaluating Treatment Prioritization Rules Via Rank-Weighted Average Treatment Effects

Evaluating Treatment Prioritization Rules Via Rank-Weighted Average Treatment Effects

Miniature of Low-Intensity Fires Mitigate the Risk of High-Intensity Wildfires in California’s Forests

Low-Intensity Fires Mitigate the Risk of High-Intensity Wildfires in California’s Forests

Miniature of Estimated Average Treatment Effect of Psychiatric Hospitalization in Patients with Suicidal Behaviors

Estimated Average Treatment Effect of Psychiatric Hospitalization in Patients with Suicidal Behaviors

Miniature of Off-Policy Evaluation in Partially Observed Markov Decision Processes Under Sequential Ignorability

Off-Policy Evaluation in Partially Observed Markov Decision Processes Under Sequential Ignorability

Miniature of Estimating Heterogeneous Treatment Effects with Right-Censored Data Via Causal Survival Forests

Estimating Heterogeneous Treatment Effects with Right-Censored Data Via Causal Survival Forests

Miniature of Rejoinder: Confidence Intervals for Nonparametric Empirical Bayes Analysis

Rejoinder: Confidence Intervals for Nonparametric Empirical Bayes Analysis

Miniature of Random Graph Asymptotics for Treatment Effect Estimation Under Network Interference

Random Graph Asymptotics for Treatment Effect Estimation Under Network Interference

Miniature of Offline Multi-Action Policy Learning: Generalization and Optimization

Offline Multi-Action Policy Learning: Generalization and Optimization

Miniature of Confidence Intervals for Nonparametric Empirical Bayes Analysis

Confidence Intervals for Nonparametric Empirical Bayes Analysis

Miniature of Average Direct and Indirect Causal Effects Under Interference

Average Direct and Indirect Causal Effects Under Interference

Miniature of Smoothness-Adaptive Contextual Bandits

Smoothness-Adaptive Contextual Bandits

Miniature of Augmented Minimax Linear Estimation

Augmented Minimax Linear Estimation

Miniature of Synthetic Difference-In-Differences

Synthetic Difference-In-Differences

Miniature of Confidence Intervals for Policy Evaluation in Adaptive Experiments

Confidence Intervals for Policy Evaluation in Adaptive Experiments

Miniature of Experimenting in Equilibrium

Experimenting in Equilibrium

Miniature of Weak Signal Asymptotics for Sequentially Randomized Experiments

Weak Signal Asymptotics for Sequentially Randomized Experiments

Miniature of Policy Learning with Observational Data

Policy Learning with Observational Data

Miniature of Learning When-To-Treat Policies

Learning When-To-Treat Policies

Miniature of Local Linear Forests

Local Linear Forests

Miniature of Quasi-Oracle Estimation of Heterogeneous Treatment Effects

Quasi-Oracle Estimation of Heterogeneous Treatment Effects

Miniature of Doubly Robust Treatment Effect Estimation with Missing Attributes

Doubly Robust Treatment Effect Estimation with Missing Attributes

Miniature of Policytree: Policy Learning Via Doubly Robust Empirical Welfare Maximization Over Trees

Policytree: Policy Learning Via Doubly Robust Empirical Welfare Maximization Over Trees

Miniature of Confidence Intervals for Policy Evaluation in Adaptive Experiments

Confidence Intervals for Policy Evaluation in Adaptive Experiments

Miniature of Sufficient Representations for Categorical Variables

Sufficient Representations for Categorical Variables

Miniature of Optimized Regression Discontinuity Designs

Optimized Regression Discontinuity Designs

Miniature of Estimating Treatment Effects with Causal Forests: An Application

Estimating Treatment Effects with Causal Forests: An Application

Miniature of Generalized Random Forests

Generalized Random Forests

Miniature of Synthetic Difference in Differences

Synthetic Difference in Differences

Miniature of Offline Multi-Action Policy Learning: Generalization and Optimization

Offline Multi-Action Policy Learning: Generalization and Optimization

Miniature of Local Linear Forests

Local Linear Forests

Miniature of Estimation and Inference of Heterogeneous Treatment Effects Using Random Forests

Estimation and Inference of Heterogeneous Treatment Effects Using Random Forests

Miniature of High-Dimensional Asymptotics of Prediction: Ridge Regression and Classification

High-Dimensional Asymptotics of Prediction: Ridge Regression and Classification

Miniature of Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges

Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges

Miniature of Efficient Policy Learning

Efficient Policy Learning

Miniature of Policy Learning with Observational Data

Policy Learning with Observational Data

Miniature of Solving Heterogeneous Estimating Equations with Gradient Forests

Solving Heterogeneous Estimating Equations with Gradient Forests

Miniature of Generalized Random Forests

Generalized Random Forests

Miniature of Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing

Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing