It is never too LATE: a new look at local average treatment effects with or without defiers

Regression Discontinuity Designs with a Continuous Treatment

(2021) Yingying Dong et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Instrument Validity Tests With Causal Forests

(2020) Helmut Farbmacher et al.   JOURNAL OF BUSINESS & ECONOMIC STATISTICS

Double/debiased machine learning for treatment and structural parameters

(2018) Victor Chernozhukov et al.   Econometrics Journal

Instrumental Variable Estimation with a Stochastic Monotonicity Assumption

(2017) Dylan S. Small et al.   STATISTICAL SCIENCE

Principal stratification analysis using principal scores

(2016) Peng Ding et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A Test for Instrument Validity

(2015) Toru Kitagawa   ECONOMETRICA

Confidence regions for level sets

(2013) Enno Mammen et al.   JOURNAL OF MULTIVARIATE ANALYSIS

Nonparametric estimation and inference about the overlap of two distributions

(2012) Gordon Anderson et al.   JOURNAL OF ECONOMETRICS

Efficient nonparametric estimation of causal effects in randomized trials with noncompliance

(2009) J. Cheng et al.   BIOMETRIKA

Heterogeneous treatment effects: Instrumental variables without monotonicity?

(2009) Tobias J. Klein   JOURNAL OF ECONOMETRICS

Semiparametric estimation and inference for distributional and general treatment effects

(2009) Jing Cheng et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY