International Fellows

Victor Chernozhukov

MIT

Selected Publications

Sparse models and methods for optimal instruments with an application to eminent domain

We develop results for the use of LASSO and Post-LASSO methods to form first-stage predictions and […]

Alexandre Belloni, D. Chen, Victor Chernozhukov, Christian Hansen
22 October 2010 | CWP31/10

Latest version

Sparse models and methods for optimal instruments with an application to eminent domain
Alexandre Belloni, D. Chen, Victor Chernozhukov, Christian Hansen
26 December 2012 | Journal Article
Post-l1-penalized estimators in high-dimensional linear regression models

In this paper we study post-penalized estimators which apply ordinary, unpenalized linear regression to the model […]

Alexandre Belloni, Victor Chernozhukov
3 June 2010 | CWP13/10
Quantile and probability curves without crossing

The most common approach to estimating conditional quantile curves is to fit a curve, typically linear, […]

Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
31 May 2010 | Journal Article

Previous version

Quantile and probability curves without crossing
Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
30 April 2007 | CWP10/07
Rearranging Edgeworth-Cornish-Fisher expansions

This paper applies a regularization procedure called increasing rearrangement to monotonize Edgeworth and Cornish-Fisher expansions and […]

Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
1 February 2010 | Journal Article

Previous version

Rearranging Edgeworth-Cornish-Fisher expansions
Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
14 August 2007 | CWP19/07
Quantile and average effects in nonseparable panel models

This paper gives identification and estimation results for quantile and average effects in nonseparable panel models, […]

Victor Chernozhukov, Ivan Fernandez-Val, Whitney K. Newey
9 October 2009 | CWP29/09
Improving estimates of monotone functions by rearrangement

Suppose that a target function is monotonic, namely, weakly increasing, and an original estimate of the […]

Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
1 September 2009 | Journal Article

Previous version

Improving point and interval estimates of monotone functions by rearrangement
Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
6 July 2008 | CWP17/08
On the computational complexity of MCMC-based estimators in large samples

In this paper we examine the implications of the statistical large sample theory for the computational […]

Alexandre Belloni, Victor Chernozhukov
1 August 2009 | Journal Article

Previous version

On the computational complexity of MCMC-based estimators in large samples
Alexandre Belloni, Victor Chernozhukov
29 May 2007 | CWP12/07
Intersection Bounds: estimation and inference

We develop a practical and novel method for inference on intersection bounds, namely bounds defined by […]

Victor Chernozhukov, Sokbae (Simon) Lee, Adam Rosen
28 July 2009 | CWP19/09

Latest version

Intersection bounds: estimation and inference
Victor Chernozhukov, Sokbae (Simon) Lee, Adam Rosen
17 October 2012 | CWP33/12
Set identification with Tobin regressors

We give semiparametric identification and estimation results for econometric models with a regressor that is endogenous, […]

Victor Chernozhukov, Roberto Rigobon, Thomas M. Stoker
18 May 2009 | CWP12/09
Inference on counterfactual distributions

In this paper we develop procedures for performing inference in regression models about how potential policy […]

Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly
7 May 2009 | CWP09/09

Latest version

Inference on counterfactual distributions
Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly
13 May 2013 | CWP17/13