International Fellows

Victor Chernozhukov

MIT

Selected Publications

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
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
26 December 2012 | Journal Article

Previous version

Sparse models and methods for optimal instruments with an application to eminent domain
Alexandre Belloni, D. Chen, Victor Chernozhukov, Christian Hansen
22 October 2010 | CWP31/10
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
Inference for best linear approximations to set identified functions

This paper provides inference methods for best linear approximations to functions which are known to lie […]

Arun Chandrasekhar, Victor Chernozhukov, Francesca Molinari, Paul Schrimpf
17 December 2012 | CWP43/12

Latest version

Best linear approximations to set identified functions: with an application to the gender wage gap
Arun Chandrasekhar, Victor Chernozhukov, Francesca Molinari, Paul Schrimpf
18 February 2019 | CWP09/19
Gaussian approximation of suprema of empirical processes

We develop a new direct approach to approximating suprema of general empirical processes by a sequence […]

Victor Chernozhukov, Denis Chetverikov, Kengo Kato
17 December 2012 | CWP44/12

Latest version

Gaussian approximation of suprema of empirical processes
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP41/16
Local identification of nonparametric and semiparametric models

In parametric models a sufficient condition for local identification is that the vector of moment is […]

Xiaohong Chen, Victor Chernozhukov, Sokbae (Simon) Lee, Whitney K. Newey
14 November 2012 | CWP37/12

Latest version

Local identification of nonparametric and semiparametric models
Xiaohong Chen, Victor Chernozhukov, Sokbae (Simon) Lee, Whitney K. Newey
1 March 2014 | Journal Article

Previous version

Local identification of nonparametric and semiparametric models
Xiaohong Chen, Victor Chernozhukov, Sokbae (Simon) Lee, Whitney K. Newey
23 May 2011 | CWP17/11
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
17 October 2012 | CWP33/12

Latest version

Intersection bounds: estimation and inference
Victor Chernozhukov, Sokbae (Simon) Lee, Adam Rosen
1 March 2013 | Journal Article

Previous version

Intersection bounds: estimation and inference
Victor Chernozhukov, Sokbae (Simon) Lee, Adam Rosen
4 November 2011 | CWP34/11
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
7 May 2012 | CWP10/12

Latest version

Inference on treatment effects after selection amongst high-dimensional controls
Alexandre Belloni, Victor Chernozhukov, Christian Hansen
22 July 2013 | CWP26/13

Previous version

Estimation of treatment effects with high-dimensional controls
Alexandre Belloni, Victor Chernozhukov, Christian Hansen
31 December 2011 | CWP42/11
Inference on counterfactual distributions

We develop inference procedures for policy analysis based on regression methods. We consider policy interventions that […]

Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly
13 February 2012 | CWP05/12

Latest version

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

Previous version

Inference on counterfactual distributions
Victor Chernozhukov, Ivan Fernandez-Val, Blaise Melly
7 May 2009 | CWP09/09
Inference on sets in finance

In this paper we introduce various set inference problems as they appear in finance and propose […]

Victor Chernozhukov, Emre Kocatulum, Konrad Menzel
5 February 2012 | CWP04/12

Latest version

Inference on sets in finance
Victor Chernozhukov, Emre Kocatulum, Konrad Menzel
27 December 2012 | CWP46/12