International Fellows

Victor Chernozhukov

MIT

Selected Publications

Post-selection and post-regularization inference in linear models with many controls and instruments

In this note, we offer an approach to estimating structural parameters in the presence of many […]

Victor Chernozhukov, Christian Hansen, Martin Spindler
14 January 2015 | CWP02/15

Latest version

Post-Selection and Post-Regularization Inference in Linear Models with Many Controls and Instruments
Victor Chernozhukov, Christian Hansen, Martin Spindler
1 May 2015 | Journal Article
Vector quantile regression

We propose a notion of conditional vector quantile function and a vector quantile regression. A conditional […]

Guillaume Carlier, Victor Chernozhukov, Alfred Galichon
31 December 2014 | CWP48/14

Latest version

Vector quantile regression: an optimal transport approach
Guillaume Carlier, Victor Chernozhukov, Alfred Galichon
22 September 2015 | CWP58/15
Central limit theorems and bootstrap in high dimensions

In this paper, we derive central limit and bootstrap theorems for probabilities that centered high-dimensional vector […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
31 December 2014 | CWP49/14

Latest version

Central limit theorems and bootstrap in high dimensions
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP39/16
Inference in high dimensional panel models with an application to gun control

We consider estimation and inference in panel data models with additive unobserved individual specific heterogeneity in […]

Alexandre Belloni, Victor Chernozhukov, Christian Hansen, Damian Kozbur
31 December 2014 | CWP50/14

Latest version

Inference in high dimensional panel models with an application to gun control
Alexandre Belloni, Victor Chernozhukov, Christian Hansen, Damian Kozbur
15 September 2016 | Journal Article
Uniform post selection inference for LAD regression and other Z-estimation problems

We develop uniformly valid confidence regions for regression coefficients in a high-dimensional sparse median regression model […]

Alexandre Belloni, Victor Chernozhukov, Kengo Kato
31 December 2014 | CWP51/14

Latest version

Uniform post-selection inference for least absolute deviation regression and other Z-estimation problems
Alexandre Belloni, Victor Chernozhukov, Kengo Kato
1 June 2015 | Journal Article

Previous version

Uniform post selection inference for LAD regression and other z-estimation problems
Alexandre Belloni, Victor Chernozhukov, Kengo Kato
30 December 2013 | CWP74/13
Testing many moment inequalities

This paper considers the problem of testing many moment inequalities where the number of moment inequalities, […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
31 December 2014 | CWP52/14

Latest version

Testing many moment inequalities
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP42/16

Previous version

Testing Many Moment Inequalities
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
30 December 2013 | CWP65/13
Valid post-selection inference in high-dimensional approximately sparse quantile regression models

This work proposes new inference methods for the estimation of a regression coefficient of interest in […]

Alexandre Belloni, Victor Chernozhukov, Kengo Kato
31 December 2014 | CWP53/14

Previous version

Robust inference in high-dimensional approximately sparse quantile regression models
Alexandre Belloni, Victor Chernozhukov, Kengo Kato
30 December 2013 | CWP70/13
Nonparametric identification in panels using quantiles

This paper considers identification and estimation of ceteris paribus effects of continuous regressors in nonseparable panel […]

Victor Chernozhukov, Ivan Fernandez-Val, Stefan Hoderlein, Whitney K. Newey
31 December 2014 | CWP54/14

Latest version

Nonparametric identification in panels using quantiles
Victor Chernozhukov, Ivan Fernandez-Val, Stefan Hoderlein, Hajo Holzmann, Whitney K. Newey
31 October 2015 | Journal Article

Previous version

Nonparametric identification in panels using quantiles
Victor Chernozhukov, Ivan Fernandez-Val, Stefan Hoderlein, Hajo Holzmann, Whitney K. Newey
30 December 2013 | CWP66/13
Anti-concentration and honest, adaptive confidence bands

Modern construction of uniform confidence bands for nonparametric densities (and other functions) often relies on the […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
1 October 2014 | Journal Article

Previous version

Anti-concentration and honest, adaptive confidence bands
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP43/16
Program evaluation with high-dimensional data

In this paper, we consider estimation of general modern moment-condition problems in econometrics in a data-rich […]

Alexandre Belloni, Victor Chernozhukov, Ivan Fernandez-Val, Christian Hansen
14 August 2014 | CWP33/14

Latest version

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

Previous version

Program evaluation with high-dimensional data
Alexandre Belloni, Victor Chernozhukov, Ivan Fernandez-Val, Christian Hansen
31 December 2013 | CWP77/13