International Fellows

Victor Chernozhukov

MIT

Selected Publications

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
26 August 2016 | CWP39/16

Previous version

Central limit theorems and bootstrap in high dimensions
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
31 December 2014 | CWP49/14
Comparison and anti-concentration bounds for maxima of Gaussian random vectors

Slepian and Sudakov-Fernique type inequalities, which compare expectations of maxima of Gaussian random vectors under certain […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP40/16

Latest version

Comparison and anti-concentration bounds for maxima of Gaussian random vectors
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
1 June 2015 | Journal Article

Previous version

Comparison and anti-concentration bounds for maxima of Gaussian random vectors
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
30 December 2013 | CWP71/13
Gaussian approximation of suprema of empirical processes

This paper develops a new direct approach to approximating suprema of general empirical processes by a […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP41/16

Latest version

Gaussian approximation of suprema of empirical processes
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
1 August 2014 | Journal Article

Previous version

Gaussian approximation of suprema of empirical processes
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
30 December 2013 | CWP75/13
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
26 August 2016 | CWP42/16

Latest version

Inference on causal and structural parameters using many moment inequalities
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
18 October 2018 | CWP60/18

Previous version

Testing many moment inequalities
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
31 December 2014 | CWP52/14
Anti-concentration and honest, adaptive confidence bands

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

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP43/16

Latest version

Anti-concentration and honest, adaptive confidence bands
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
30 December 2013 | CWP69/13
Generic inference on quantile and quantile effect functions for discrete outcomes

This paper provides a method to construct simultaneous confidence bands for quantile and quantile eff ect […]

Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly, Kaspar Wüthrich
25 August 2016 | CWP35/16
Valid post-selection and post-regularization inference: An elementary, general approach

Here we present an expository, general analysis of valid post-selection or post-regularization inference about a low-dimensional […]

Victor Chernozhukov, Christian Hansen, Martin Spindler
25 August 2016 | CWP36/16

Latest version

Valid post-selection and post-regularization inference: An elementary, general approach
Victor Chernozhukov, Christian Hansen, Martin Spindler
1 August 2015 | Journal Article
hdm: High-Dimensional Metrics

In this article the package High-dimensional Metrics (hdm) is introduced. It is a collection of statistical […]

Victor Chernozhukov, Christian Hansen, Martin Spindler
25 August 2016 | CWP37/16
Empirical and multiplier bootstraps for suprema of empirical processes of increasing complexity, and related Gaussian couplings

We derive strong approximations to the supremum of the non-centered empirical process indexed by a possibly […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
25 August 2016 | CWP38/16

Latest version

Locally robust semiparametric estimation

This paper shows how to construct locally robust semiparametric GMM estimators, meaning equivalently moment conditions have […]

Victor Chernozhukov, Juan Carlos Escanciano, Hidehiko Ichimura, Whitney K. Newey
2 August 2016 | CWP31/16

Latest version

Locally robust semiparametric estimation
Victor Chernozhukov, Juan Carlos Escanciano, Hidehiko Ichimura, Whitney K. Newey, James M. Robins
26 April 2018 | CWP30/18