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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 Machine Learning Who to Nudge: Causal Vs Predictive Targeting in a Field Experiment on Student Financial Aid Renewal
Machine Learning Who to Nudge: Causal Vs Predictive Targeting in a Field Experiment on Student Financial Aid Renewal
Miniature of Parallel Experimentation and Competitive Interference on Online Advertising Platforms
Parallel Experimentation and Competitive Interference on Online Advertising Platforms
Miniature of Preference Externality Estimators: A Comparison of Border Approaches and IVs
Preference Externality Estimators: A Comparison of Border Approaches and IVs
Miniature of Causal Inference in the Social Sciences
Causal Inference in the Social Sciences
Miniature of Federated Causal Inference in Heterogeneous Observational Data
Federated Causal Inference in Heterogeneous Observational Data
Miniature of A Design-Based Perspective on Synthetic Control Methods
A Design-Based Perspective on Synthetic Control Methods
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 Causality in Econometrics: Choice Vs Chance
Causality in Econometrics: Choice Vs Chance
Miniature of Random Graph Asymptotics for Treatment Effect Estimation Under Network Interference
Random Graph Asymptotics for Treatment Effect Estimation Under Network Interference
Miniature of Causality Redux: The Evolution of Empirical Methods in Accounting Research and the Growth of Quasi-Experiments
Causality Redux: The Evolution of Empirical Methods in Accounting Research and the Growth of Quasi-Experiments
Miniature of Uncovering Interpretable Potential Confounders in Electronic Medical Records
Uncovering Interpretable Potential Confounders in Electronic Medical Records
Miniature of Stable Learning Establishes Some Common Ground Between Causal Inference and Machine Learning
Stable Learning Establishes Some Common Ground Between Causal Inference and Machine Learning
Miniature of Average Direct and Indirect Causal Effects Under Interference
Average Direct and Indirect Causal Effects Under Interference
Miniature of Counterfactual Inference for Consumer Choice Across Many Product Categories
Counterfactual Inference for Consumer Choice Across Many Product Categories
Miniature of Federated Causal Inference in Heterogeneous Observational Data
Federated Causal Inference in Heterogeneous Observational Data
Miniature of A Causal Bootstrap
A Causal Bootstrap
Miniature of Uncovering Interpretable Potential Confounders in Electronic Medical Records
Uncovering Interpretable Potential Confounders in Electronic Medical Records
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 Consumption Vouchers During COVID-19: Evidence from E-Commerce
Consumption Vouchers During COVID-19: Evidence from E-Commerce
Miniature of Parallel Experimentation in a Competitive Advertising Marketplace
Parallel Experimentation in a Competitive Advertising Marketplace
Miniature of Machine Learning Methods Economists Should Know About
Machine Learning Methods Economists Should Know About
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 Identification and Efficiency Bounds for the Average Match Function Under Conditionally Exogenous Matching
Identification and Efficiency Bounds for the Average Match Function Under Conditionally Exogenous Matching
Miniature of Design-Based Analysis in Difference-In-Differences Settings with Staggered Adoption
Design-Based Analysis in Difference-In-Differences Settings with Staggered Adoption
Miniature of Approximate Residual Balancing: Debiased Inference of Average Treatment Effects in High Dimensions
Approximate Residual Balancing: Debiased Inference of Average Treatment Effects in High Dimensions
Miniature of Low-Acuity Patients Delay High-Acuity Patients in an Emergency Department
Low-Acuity Patients Delay High-Acuity Patients in an Emergency Department
Miniature of Estimation Considerations in Contextual Bandits
Estimation Considerations in Contextual Bandits
Miniature of Efficient Policy Learning
Efficient Policy Learning
Miniature of Policy Learning with Observational Data
Policy Learning with Observational Data
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
Miniature of Matching on the Estimated Propensity Score
Matching on the Estimated Propensity Score
Miniature of Estimation and Inference of Heterogeneous Treatment Effects Using Random Forests
Estimation and Inference of Heterogeneous Treatment Effects Using Random Forests
Miniature of Machine Learning for Estimating Heterogeneous Casual Effects
Machine Learning for Estimating Heterogeneous Casual Effects
Miniature of Experimental Design in Marketplaces
Experimental Design in Marketplaces
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causality 1 censored data 1 central limit theorem 1 common value auction 1 competitor analysis 1 computer security 1 confidence interval 1 confidence intervals 1 consistency 1 consumer demand 1 consumer market behavior and pricing 1 consumer preferences 1 contextual design 1 convergence (economics) 1 counterfactual thinking 1 counterfactuals (logic) 1 cross-validation 1 database 1 decision making 1 decision rules 1 decision-making and behavioral economics 1 difference in differences 1 difference-in-differences 1 dimension (graph theory) 1 direct and indirect effects 1 disposition (philosophy) 1 ecommerce 1 economic growth 1 economic policies and impacts 1 empirical bayes 1 empirical risk minimization 1 empirical welfare maximization 1 energy, environment, economic growth 1 engineering 1 estimating individualized treatment 1 estimation bias 1 estimation theory 1 experiments 1 exploit 1 externalities 1 field experiment 1 field research 1 fixed effects model 1 forecasting 1 forecasting 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outcome (game theory) 1 panel data 1 parametric statistics 1 partial identification 1 penalized regression 1 perspective (graphical) 1 physicians 1 pointwise 1 policy targeting 1 political advertising 1 political science 1 price sensitivity 1 product attributes 1 program evaluation 1 propensity score estimation 1 public health 1 purchase history data 1 pure mathematics 1 quasi-experiments 1 queueing theory 1 random assignment 1 random forest algorithms 1 randomization 1 randomized clinical-trials 1 randomized controlled trials 1 randomized experiment 1 randomized experiments 1 randomized trial 1 regression analysis 1 regression discontinuity 1 reinforcement learning 1 relevance (law) 1 residual 1 sample size determination 1 scalability 1 selection bias 1 service (business) 1 smoothing and nonparametric regression 1 social attitudes 1 social psychology 1 social sciences 1 statistical methods and bayesian inference 1 stochastic processes 1 structural-change 1 student financial aid 1 student teachers 1 supervised machine learning 1 survival analysis 1 synthetic controls 1 tests 1 traditional medicine 1 treatment effect 1 treatment effect heterogeneity 1 treatment heterogeneity 1 treatment rules 1 tree 1 two-sided marketplaces 1 unconfoundedness 1 units 1 unsupervised learning 1 variation (astronomy) 1 variational inference 1 vouchers 1 watchful waiting