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papers

Publications (19)

The Econometrics of Randomized Experiments

Susan Athey, Guido Imbens

Ensemble Methods for Causal Effects in Panel Data Settings

Susan Athey, Mohsen Bayati, Guido Imbens +1

Generalized Random Forests

Susan Athey, Julie Tibshirani, Stefan Wager

Model Criticism for Bayesian Causal Inference

Dustin Tran, Francisco J. R. Ruiz, Susan Athey +1

Estimating Treatment Effects with Causal Forests: An Application

Susan Athey, Stefan Wager

Design-based Analysis in Difference-In-Differences Settings with Staggered Adoption

Susan Athey, Guido Imbens

Estimation and Inference of Heterogeneous Treatment Effects using Random Forests

Stefan Wager, Susan Athey

The State of Applied Econometrics - Causality and Policy Evaluation

Susan Athey, Guido Imbens

Offline Multi-Action Policy Learning: Generalization and Optimization

Zhengyuan Zhou, Susan Athey, Stefan Wager

Sampling-based vs. Design-based Uncertainty in Regression Analysis

Alberto Abadie, Susan Athey, Guido W. Imbens +1

Balanced Linear Contextual Bandits

Maria Dimakopoulou, Zhengyuan Zhou, Susan Athey +1

Structured Embedding Models for Grouped Data

Maja Rudolph, Francisco Ruiz, Susan Athey +1

Approximate Residual Balancing: De-Biased Inference of Average Treatment Effects in High Dimensions

Susan Athey, Guido W. Imbens, Stefan Wager

Estimating Average Treatment Effects: Supplementary Analyses and Remaining Challenges

Susan Athey, Guido Imbens, Thai Pham +1

Machine Learning Methods Economists Should Know About

Susan Athey, Guido Imbens

Estimating Heterogeneous Consumer Preferences for Restaurants and Travel Time Using Mobile Location Data

Susan Athey, David Blei, Robert Donnelly +2

Stable Prediction across Unknown Environments

Kun Kuang, Ruoxuan Xiong, Peng Cui +2

SHOPPER: A Probabilistic Model of Consumer Choice with Substitutes and Complements

Francisco J. R. Ruiz, Susan Athey, David M. Blei

Estimation Considerations in Contextual Bandits

Maria Dimakopoulou, Zhengyuan Zhou, Susan Athey +1