Alexandre Belloni
Selected Publications
The goal of many empirical papers in economics is to provide an estimate of the causal […]
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We propose robust methods for inference on the effect of a treatment variable on a scalar […]
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We develop uniformly valid confidence regions for a regression coefficient in a high-dimensional sparse LAD (least […]
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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 […]
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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. […]
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We develop results for the use of LASSO and Post-LASSO methods to form first-stage predictions and […]
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In this paper we study post-penalized estimators which apply ordinary, unpenalized linear regression to the model […]
We consider median regression and, more generally, quantile regression in high-dimensional sparse models. In these models […]