Alexandre Belloni
Selected Publications
We propose robust methods for inference on the effect of a treatment variable on a scalar […]
Latest version
Previous version
We propose methods for inference on the average effect of a treatment on a scalar outcome […]
Latest version
This article is about estimation and inference methods for high dimensional sparse (HDS) regression models in […]
Quantile regression (QR) is a principal regression method for analyzing the impact of covariates on outcomes. […]
Latest version
We consider median regression and, more generally, a possibly infinite collection of quantile regressions in high-dimensional […]
Previous version
We develop results for the use of LASSO and Post-LASSO methods to form first-stage predictions and […]
Latest version
In this paper we study post-penalized estimators which apply ordinary, unpenalized linear regression to the model […]
In this paper we examine the implications of the statistical large sample theory for the computational […]
Previous version
We consider median regression and, more generally, quantile regression in high-dimensional sparse models. In these models […]
Latest version
In this paper we examine the implications of the statistical large sample theory for the computational […]