International Fellows

Victor Chernozhukov

MIT

Selected Publications

Posterior inference in curved exponential families under increasing dimensions

In this paper, we study the large-sample properties of the posterior-based inference in the curved exponential […]

Alexandre Belloni, Victor Chernozhukov
2 June 2014 | Journal Article

Previous version

Posterior inference in curved exponential families under increasing dimensions
Alexandre Belloni, Victor Chernozhukov
30 December 2013 | CWP68/13
Implementing intersection bounds in Stata

We present the clrbound, clr2bound, clr3bound, and clrtest commands for estimation and inference on intersection bounds […]

Victor Chernozhukov, Wooyoung Kim, Sokbae (Simon) Lee, Adam Rosen
28 May 2014 | CWP25/14

Latest version

Implementing intersection bounds in Stata
Victor Chernozhukov, Wooyoung Kim, Sokbae (Simon) Lee, Adam Rosen
16 March 2015 | Journal Article

Previous version

Implementing intersection bounds in Stata
Victor Chernozhukov, Wooyoung Kim, Sokbae (Simon) Lee, Adam Rosen
16 August 2013 | CWP38/13
Extremum sieve estimation in k-out-of-n systems

We propose a self-tuning √Lasso including prediction norm rate and sparsity. Our analysis is based on […]

Alexandre Belloni, Victor Chernozhukov, Lie Wang
1 April 2014 | Journal Article

Previous version

Pivotal estimation via square-root lasso in nonparametric regression
Alexandre Belloni, Victor Chernozhukov, Lie Wang
10 December 2013 | CWP62/13
High-Dimensional Methods and Inference on Structural and Treatment Effects

Data with a large number of variables relative to the sample size—”high-dimensional data”—are readily available and […]

Alexandre Belloni, Victor Chernozhukov, Christian Hansen
3 March 2014 | Journal Article

Previous version

High dimensional methods and inference on structural and treatment effects
Alexandre Belloni, Victor Chernozhukov, Christian Hansen
21 November 2013 | CWP59/13
Local identification of nonparametric and semiparametric models

In parametric, nonlinear structural models, a classical sufficient condition for local identification, like Fisher (1966) and […]

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
14 November 2012 | CWP37/12
Program evaluation with high-dimensional data

In the first part of the paper, we consider estimation and inference on policy relevant treatment […]

Alexandre Belloni, Victor Chernozhukov, Ivan Fernandez-Val, Christian Hansen
31 December 2013 | CWP77/13

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
Victor Chernozhukov, Ivan Fernandez-Val, Christian Hansen
12 November 2013 | CWP57/13
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
30 December 2013 | CWP65/13

Latest version

Testing many moment inequalities
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP42/16
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, Hajo Holzmann, Whitney K. Newey
30 December 2013 | CWP66/13

Latest version

Nonparametric identification in panels using quantiles
Victor Chernozhukov, Ivan Fernandez-Val, Stefan Hoderlein, Whitney K. Newey
31 December 2014 | CWP54/14
Honest confidence regions for a regression parameter in logistic regression with a large number of controls

This paper considers inference in logistic regression models with high dimensional data. We propose new methods […]

Alexandre Belloni, Victor Chernozhukov, Ying Wei
30 December 2013 | CWP67/13
Posterior inference in curved exponential families under increasing dimensions

This work studies the large sample properties of the posterior-based inference in the curved exponential family […]

Alexandre Belloni, Victor Chernozhukov
30 December 2013 | CWP68/13

Latest version

Posterior inference in curved exponential families under increasing dimensions
Alexandre Belloni, Victor Chernozhukov
2 June 2014 | Journal Article