activity
20072025
most citedLeast squares after model selection in high-dimensional sparse models

630 citations · 1.9k across the 32 of their papers we have counts for

collaborators

37 papers

stat.AP2025

Ballot Design and Electoral Outcomes: The Role of Candidate Order and Party Affiliation

Alessandro Arlotto, Alexandre Belloni, Fei Fang +1

We develop a causal inference model to study how designing ballots with and without party designations impacts electoral outcomes when partisan voters rely on party-order cues to i…

math.ST2024

Adversarial Estimation of Binary Configuration Probabilities under Sparse Dependence

Alexandre Belloni, Yan Chen, Matthew Harding

We consider the problem of estimating binary configuration probabilities, which is common in operations management applications, including product bundling, advertising, etc. Exist…

math.ST2024

Anti-Concentration Inequalities for the Difference of Maxima of Gaussian Random Vectors

Alexandre Belloni, Ethan X. Fang, Shuting Shen

We derive novel anti-concentration bounds for the difference between the maximal values of two Gaussian random vectors across various settings. Our bounds are dimension-free, scali…

stat.ML2022★ 3 cited

Neighborhood Adaptive Estimators for Causal Inference under Network Interference

Alexandre Belloni, Fei Fang, Alexander Volfovsky

Estimating causal effects has become an integral part of most applied fields. In this work we consider the violation of the classical no-interference assumption with units connecte…

econ.EM2019★ 6 cited

High Dimensional Latent Panel Quantile Regression with an Application to Asset Pricing

Alexandre Belloni, Mingli Chen, Oscar Hernan Madrid Padilla +2

We propose a generalization of the linear panel quantile regression model to accommodate both \textit{sparse} and \textit{dense} parts: sparse means while the number of covariates…

math.ST2018★ 2 cited

A high dimensional Central Limit Theorem for martingales, with applications to context tree models

Alexandre Belloni, Roberto I. Oliveira

We establish a central limit theorem for (a sequence of) multivariate martingales which dimension potentially grows with the length of the martingale. A consequence of the resu…