Instrument Validity Tests With Causal Forests

Metalearners for estimating heterogeneous treatment effects using machine learning

(2019) Sören R. Künzel et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Generalized random forests

(2019) Susan Athey et al.   ANNALS OF STATISTICS

Double/debiased machine learning for treatment and structural parameters

(2018) Victor Chernozhukov et al.   Econometrics Journal

Direct and Indirect Effects Based on Difference-in-Differences With an Application to Political Preferences Following the Vietnam Draft Lottery

(2018) Eva Deuchert et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

Estimation and Inference of Heterogeneous Treatment Effects using Random Forests

(2018) Stefan Wager et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

On the Use of the Lasso for Instrumental Variables Estimation with Some Invalid Instruments

(2018) Frank Windmeijer et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Approximate residual balancing: debiased inference of average treatment effects in high dimensions

(2018) Susan Athey et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Instrumental Variables Estimation With Some Invalid Instruments and its Application to Mendelian Randomization

(2016) Hyunseung Kang et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

High-dimensional regression adjustments in randomized experiments

(2016) Stefan Wager et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Lasso adjustments of treatment effect estimates in randomized experiments

(2016) Adam Bloniarz et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Recursive partitioning for heterogeneous causal effects: Table 1.

(2016) Susan Athey et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

A Test for Instrument Validity

(2015) Toru Kitagawa   ECONOMETRICA

A simple bootstrap method for constructing nonparametric confidence bands for functions

(2013) Peter Hall et al.   ANNALS OF STATISTICS

Intersection Bounds: Estimation and Inference

(2013)   ECONOMETRICA

Testing multiple inequality hypotheses: A smoothed indicator approach

(2013) Le-Yu Chen et al.   JOURNAL OF ECONOMETRICS

Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain

(2012)   ECONOMETRICA

Optimal and fast detection of spatial clusters with scan statistics

(2010) Guenther Walther   ANNALS OF STATISTICS