activity
20082026
most citedStatistical analysis of factor models of high dimension

331 citations · 488 across the 15 of their papers we have counts for

collaborators

16 papers

econ.EM2026

Fixed- Dynamic Spatial Panel Model with Common Shocks

Jushan Bai, Jesse Chieh Chen

We study a dynamic spatial panel model with observed regressors, interactive effects, and contemporaneous and lagged dependence in a large-, fixed- framework. The spatial mod…

econ.EM2022★ 6 cited

Likelihood ratio test for structural changes in factor models

Jushan Bai, Jiangtao Duan, Xu Han

A factor model with a break in its factor loadings is observationally equivalent to a model without changes in the loadings but a change in the variance of its factors. This effect…

econ.EM2021★ 4 cited

Approximate Factor Models with Weaker Loadings

Jushan Bai, Serena Ng

Pervasive cross-section dependence is increasingly recognized as a characteristic of economic data and the approximate factor model provides a useful framework for analysis. Assumi…

econ.EM2021★ 1 cited

Quasi-maximum likelihood estimation of break point in high-dimensional factor models

Jiangtao Duan, Jushan Bai, Xu Han

This paper estimates the break point for large-dimensional factor models with a single structural break in factor loadings at a common unknown date. First, we propose a quasi-maxim…

econ.EM2021

Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large Dimensions

Ercument Cahan, Jushan Bai, Serena Ng

Economists are blessed with a wealth of data for analysis, but more often than not, values in some entries of the data matrix are missing. Various methods have been proposed to han…

econ.EM2020★ 3 cited

Simpler Proofs for Approximate Factor Models of Large Dimensions

Jushan Bai, Serena Ng

Estimates of the approximate factor model are increasingly used in empirical work. Their theoretical properties, studied some twenty years ago, also laid the ground work for analys…