International Fellows

Victor Chernozhukov

MIT

Selected Publications

Inference on sets in finance

We consider the problem of inference on a class of sets describing a collection of admissible […]

Victor Chernozhukov, Emre Kocatulum, Konrad Menzel
31 July 2015 | Journal Article

Previous version

Inference on sets in finance
Victor Chernozhukov, Emre Kocatulum, Konrad Menzel
27 December 2012 | CWP46/12
Uniform post-selection inference for least absolute deviation 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
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
31 December 2014 | CWP51/14
Some new asymptotic theory for least squares series: Pointwise and uniform results

In econometric applications it is common that the exact form of a conditional expectation is unknown […]

Alexandre Belloni, Victor Chernozhukov, Denis Chetverikov, Kengo Kato
1 June 2015 | Journal Article

Previous version

On the asymptotic theory for least squares series: pointwise and uniform results
Alexandre Belloni, Victor Chernozhukov, Denis Chetverikov, Kengo Kato
30 December 2013 | CWP73/13
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
1 June 2015 | Journal Article

Previous version

Comparison and anti-concentration bounds for maxima of Gaussian random vectors
Victor Chernozhukov, Denis Chetverikov, Kengo Kato
26 August 2016 | CWP40/16
Quantile regression with censoring and endogeneity

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

Victor Chernozhukov, Ivan Fernandez-Val, Amanda Kowalski
30 May 2015 | Journal Article

Previous version

Quantile regression with censoring and endogeneity
Victor Chernozhukov, Ivan Fernandez-Val, Amanda Kowalski
31 May 2011 | CWP20/11
Post-Selection and Post-Regularization Inference in Linear Models with Many Controls and Instruments

We consider estimation of and inference about coefficients on endogenous variables in a linear instrumental variables […]

Victor Chernozhukov, Christian Hansen, Martin Spindler
1 May 2015 | Journal Article

Previous version

Post-selection and post-regularization inference in linear models with many controls and instruments
Victor Chernozhukov, Christian Hansen, Martin Spindler
14 January 2015 | CWP02/15
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
16 March 2015 | Journal Article

Previous version

Implementing intersection bounds in Stata
Victor Chernozhukov, Wooyoung Kim, Sokbae (Simon) Lee, Adam Rosen
28 May 2014 | CWP25/14
A lava attack on the recovery of sums of dense and sparse signals

Common high-dimensional methods for prediction rely on having either a sparse signal model, a model in […]

Victor Chernozhukov, Christian Hansen, Yuan Liao
13 February 2015 | CWP05/15

Latest version

A lava attack on the recovery of sums of dense and sparse signals
Victor Chernozhukov, Christian Hansen, Yuan Liao
22 September 2015 | CWP56/15
Monge-Kantorovich depth, quantiles, ranks and signs

We propose new concepts of statistical depth, multivariate quantiles, ranks and signs, based on canonical transportation […]

Victor Chernozhukov, Alfred Galichon, Marc Hallin, Marc Henry
28 January 2015 | CWP04/15

Latest version

Monge-Kantorovich depth, quantiles, ranks and signs
Victor Chernozhukov, Alfred Galichon, Marc Hallin, Marc Henry
22 September 2015 | CWP57/15
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