International Fellows

Victor Chernozhukov

MIT

Selected Publications

Pivotal estimation via square-root lasso in nonparametric regression

We propose a self-tuning √ Lasso method that simultaneiously resolves three important practical problems in high-dimensional […]

Alexandre Belloni, Victor Chernozhukov, Lie Wang
10 December 2013 | CWP62/13

Latest version

Extremum sieve estimation in k-out-of-n systems
Alexandre Belloni, Victor Chernozhukov, Lie Wang
1 April 2014 | Journal Article
High dimensional methods and inference on structural and treatment effects

The goal of many empirical papers in economics is to provide an estimate of the causal […]

Alexandre Belloni, Victor Chernozhukov, Christian Hansen
21 November 2013 | CWP59/13

Latest version

High-Dimensional Methods and Inference on Structural and Treatment Effects
Alexandre Belloni, Victor Chernozhukov, Christian Hansen
3 March 2014 | Journal Article
Program evaluation with high-dimensional data

We consider estimation of policy relevant treatment effects in a data-rich environment where there may be […]

Victor Chernozhukov, Ivan Fernandez-Val, Christian Hansen
12 November 2013 | CWP57/13

Latest version

Program evaluation with high-dimensional data
Alexandre Belloni, Victor Chernozhukov, Ivan Fernandez-Val, Christian Hansen
22 September 2015 | CWP55/15
Implementing intersection bounds in Stata

We present the clrbound, clr2bound, clr3bound and clrtest commands for estimation and inference developed by Chernozhukov […]

Victor Chernozhukov, Wooyoung Kim, Sokbae (Simon) Lee, Adam Rosen
16 August 2013 | CWP38/13

Latest version

Implementing intersection bounds in Stata
Victor Chernozhukov, Wooyoung Kim, Sokbae (Simon) Lee, Adam Rosen
28 May 2014 | CWP25/14
Inference on treatment effects after selection amongst high-dimensional controls

We propose robust methods for inference on the effect of a treatment variable on a scalar […]

Alexandre Belloni, Victor Chernozhukov, Christian Hansen
22 July 2013 | CWP26/13

Previous version

Inference on treatment effects after selection amongst high-dimensional controls
Alexandre Belloni, Victor Chernozhukov, Christian Hansen
7 May 2012 | CWP10/12
Uniform post selection inference for LAD regression models

We develop uniformly valid confidence regions for a regression coefficient in a high-dimensional sparse LAD (least […]

Alexandre Belloni, Victor Chernozhukov, Kengo Kato
3 June 2013 | CWP24/13

Latest version

Uniform post selection inference for LAD regression and other Z-estimation problems
Alexandre Belloni, Victor Chernozhukov, Kengo Kato
31 December 2014 | CWP51/14
Quantile models with endogeneity

In this article, we review quantile models with endogeneity. We focus on models that achieve identification […]

Victor Chernozhukov, Christian Hansen
3 June 2013 | CWP25/13

Latest version

Quantile models with endogeneity
Victor Chernozhukov, Christian Hansen
31 August 2013 | Journal Article
Inference on counterfactual distributions

Counterfactual distributions are important ingredients for policy analysis and de-composition analysis in empirical economics. In this […]

Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly
13 May 2013 | CWP17/13

Latest version

Inference on counterfactual distributions
Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly
1 November 2010 | Journal Article

Previous version

Inference on counterfactual distributions
Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly
13 February 2012 | CWP05/12
Inference on sets in finance

In this paper we consider the problem of inference on a class of sets describing a […]

Victor Chernozhukov, Emre Kocatulum, Konrad Menzel
27 December 2012 | CWP46/12

Latest version

Inference on sets in finance
Victor Chernozhukov, Emre Kocatulum, Konrad Menzel
31 July 2015 | Journal Article

Previous version

Inference on sets in finance
Victor Chernozhukov, Emre Kocatulum, Konrad Menzel
5 February 2012 | CWP04/12
Central limit theorems and multiplier bootstrap when p is much larger than n

We derive a central limit theorem for the maximum of a sum of high dimensional random […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
18 December 2012 | CWP45/12

Latest version

Gaussian approximations and multiplier bootstrap for maxima of sums of high-dimensional random vectors
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
30 December 2013 | CWP76/13