International Fellows

Victor Chernozhukov

MIT

Selected Publications

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
4 November 2011 | CWP34/11

Latest version

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

Previous version

Intersection Bounds: estimation and inference
Victor Chernozhukov, Sokbae (Simon) Lee, Adam Rosen
28 July 2009 | CWP19/09
Quantile regression with censoring and endogeneity

In this paper, we develop a new censored quantile instrumental variable (CQIV)estimator and describe its properties […]

Victor Chernozhukov, Ivan Fernandez-Val, Amanda Kowalski
31 May 2011 | CWP20/11

Latest version

Quantile regression with censoring and endogeneity
Victor Chernozhukov, Ivan Fernandez-Val, Amanda Kowalski
30 May 2015 | Journal Article
Conditional quantile processes based on series or many regressors

Quantile regression (QR) is a principal regression method for analyzing the impact of covariates on outcomes. […]

Alexandre Belloni, Victor Chernozhukov, Ivan Fernandez-Val
27 May 2011 | CWP19/11

Latest version

Conditional quantile processes based on series or many regressors
Alexandre Belloni, Victor Chernozhukov, Denis Chetverikov, Ivan Fernandez-Val
30 August 2016 | CWP46/16
Local identification of nonparametric and semiparametric models

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

Xiaohong Chen, Victor Chernozhukov, Sokbae (Simon) Lee, Whitney K. Newey
23 May 2011 | CWP17/11

Latest version

Local identification of nonparametric and semiparametric models
Xiaohong Chen, Victor Chernozhukov, Sokbae (Simon) Lee, Whitney K. Newey
14 November 2012 | CWP37/12
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
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 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
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