International Fellows

Victor Chernozhukov

MIT

Selected Publications

L1-Penalized quantile regression in high-dimensional sparse models

We consider median regression and, more generally, quantile regression in high-dimensional sparse models. In these models […]

Alexandre Belloni, Victor Chernozhukov
7 May 2009 | CWP10/09

Latest version

L1-Penalized quantile regression in high-dimensional sparse models
Alexandre Belloni, Victor Chernozhukov
28 February 2011 | Journal Article
Identification and estimation of marginal effects in nonlinear panel models

This paper gives identification and estimation results for marginal effects in nonlinear panel models. We find […]

Victor Chernozhukov, Ivan Fernandez-Val, Jinyong Hahn, Whitney K. Newey
2 March 2009 | CWP05/09

Latest version

Average and quantile effects in nonseparable panel models
Victor Chernozhukov, Ivan Fernandez-Val, Jinyong Hahn, Whitney K. Newey
31 March 2013 | Journal Article

Previous version

Identification and estimation of marginal effects in nonlinear panel models
Victor Chernozhukov, Ivan Fernandez-Val, Jinyong Hahn, Whitney K. Newey
23 September 2008 | CWP25/08
Identification and estimation of marginal effects in nonlinear panel models

This paper gives identification and estimation results for marginal effects in nonlinear panel models. We find […]

Victor Chernozhukov, Ivan Fernandez-Val, Jinyong Hahn, Whitney K. Newey
23 September 2008 | CWP25/08

Latest version

Identification and estimation of marginal effects in nonlinear panel models
Victor Chernozhukov, Ivan Fernandez-Val, Jinyong Hahn, Whitney K. Newey
2 March 2009 | CWP05/09
Improving point and interval estimates of monotone functions by rearrangement

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

Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
6 July 2008 | CWP17/08

Latest version

Improving estimates of monotone functions by rearrangement
Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
1 September 2009 | Journal Article
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
14 August 2007 | CWP19/07

Latest version

Rearranging Edgeworth-Cornish-Fisher expansions
Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
1 February 2010 | Journal Article
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
29 May 2007 | CWP12/07

Latest version

On the computational complexity of MCMC-based estimators in large samples
Alexandre Belloni, Victor Chernozhukov
1 August 2009 | Journal Article
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
30 April 2007 | CWP10/07

Latest version

Quantile and probability curves without crossing
Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
31 May 2010 | Journal Article
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
30 April 2007 | CWP09/07

Latest version

Improving estimates of monotone functions by rearrangement
Victor Chernozhukov, Ivan Fernandez-Val, Alfred Galichon
1 September 2009 | Journal Article