International Fellows

Victor Chernozhukov


Selected Publications

Constrained conditional moment restriction models

Shape restrictions have played a central role in economics as both testable implications of theory and […]

Victor Chernozhukov, Whitney K. Newey, Andres Santos
28 July 2022 | CWP14/22

Previous version

Constrained conditional moment restriction models
Victor Chernozhukov, Whitney K. Newey, Andres Santos
22 September 2015 | CWP59/15
Omitted variable bias in machine learned causal models

We derive general, yet simple, sharp bounds on the size of the omitted variable bias for […]

Victor Chernozhukov, Carlos Cinelli, Whitney K. Newey, Amit Sharma, Vasilis Syrgkanis
30 December 2021 | CWP45/21
Minimax semiparametric learning with approximate sparsity

This paper is about the ability and means to root-n consistently and efficiently estimate linear, mean-square […]

Jelena Bradic, Victor Chernozhukov, Whitney K. Newey
29 July 2021 | CWP32/21
Nearly optimal central limit theorem and bootstrap approximations in high dimensions

In this paper, we derive new, nearly optimal bounds for the Gaussian approximation to scaled averages […]

Victor Chernozhukov, Denis Chetverikov, Yuta Koike
4 March 2021 | CWP08/21
Adversarial estimation of Riesz representers

We provide an adversarial approach to estimating Riesz representers of linear functionals within arbitrary function spaces. […]

Victor Chernozhukov, Whitney K. Newey, Rahul Singh, Vasilis Syrgkanis
2 March 2021 | CWP07/21
The association of opening K-12 schools and colleges with the spread of COVID-19 in the United States: country-level panel data analysis

This paper empirically examines how the opening of K-12 schools and colleges is associated with the […]

Victor Chernozhukov, Hiroyuki Kasahara
23 February 2021 | CWP05/21
Hedonic prices and quality adjusted price indices powered by AI

We develop empirical models of hedonic prices and derive hedonic indices for measuring changes in customer […]

Patrick Bajari, Zhihao Cen, Victor Chernozhukov, Manoj Manukonda, Jin Wang, Ramon Huerta, Junbo Li, Ling Leng, George Monokroussos, Suhas Vijaykunar, Shan Wan
22 February 2021 | CWP04/21
Network and Panel Quantile Effects Via Distribution Regression

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

Victor Chernozhukov, Ivan Fernandez-Val, Martin Weidner
15 June 2020 | CWP27/20

Previous version

Network and panel quantile effects via distribution regression
Victor Chernozhukov, Ivan Fernandez-Val, Martin Weidner
12 December 2018 | CWP70/18
Causal impact of masks, policies, behavior on early COVID-19 pandemic in the U.S.

This paper evaluates the dynamic impact of various policies, such as school, business, and restaurant closures, […]

Victor Chernozhukov, Hiroyuki Kasahara, Paul Schrimpf
28 May 2020 | CWP24/20
A Multi-Risk SIR Model with Optimally Targeted Lockdown

We study targeted lockdowns in a multi-group SIR model where infection, hospitalization and fatality rates vary […]

Daron Acemoglu, Victor Chernozhukov, Ivàn Werning, Michael D. Whinston
4 May 2020 | CWP14/20