Ahn, S.C. ; Horenstein, A.R. Eigenvalue ratio test for the number of factors. 2013 Econometrica. 81 1203-1227
Bai, J. Estimating multiple breaks one at a time. 1997 Econom. Theory. 13 315-352
Bai, J. Estimation of multiple-regime regressions with least absolutes deviation. 1998 J. Statist. Plann. Inference. 74 103-134
Bai, J. Inferential theory for factor models of large dimensions. 2003 Econometrica. 71 135-171
Bai, J. ; Han, X. ; Shi, Y. Estimation and inference of change points in high-dimensional factor models. 2020 J. Econometrics. 219 66-100
Bai, J. ; Li, K. Maximum likelihood estimation and inference for approximate factor models of high dimension. 2016 Rev. Econ. Stat.. 98 298-309
Bai, J. ; Ng, S. Confidence intervals for diffusion index forecasts and inference for factor-augmented regressions. 2006 Econometrica. 74 1133-1150
Bai, J. ; Ng, S. Determining the number of factors in approximate factor models. 2002 Econometrica. 70 191-221
- Bai, J. ; Ng, S. Determining the number of factors in approximate factor models. 2006 :
Paper not yet in RePEc: Add citation now
Bai, J. ; Perron, P. Estimating and testing linear models with multiple structural changes. 1998 Econometrica. 66 47-78
Baltagi, B.H. ; Kao, C. ; Wang, F. Estimating and testing high dimensional factor models with multiple structural changes. 2021 J. Econometrics. 220 349-365
Baltagi, B.H. ; Kao, C. ; Wang, F. Identification and estimation of a large factor model with structural instability. 2017 J. Econometrics. 197 87-100
Banerjee, A. ; Marcellino, M. ; Masten, I. Forecasting macroeconomic variables using diffusion indexes in short samples with structural change. 2008 CEPR.DP.6706.. -
Barigozzi, M. ; Cho, H. ; Fryzlewicz, P. Simultaneous multiple change-point and factor analysis for high-dimensional time series. 2018 J. Econometrics. 206 187-225
Bates, B. ; Plagborg-Moller, M. ; Stock, J. ; Watson, M. Consistent factor estimation in dynamic factor models with structural instability. 2013 J. Econometrics. 177 289-304
Breitung, J. ; Eickmeier, S. Testing for structural breaks in dynamic factor models. 2011 J. Econometrics. 163 71-84
Chan, N.H. ; Yau, C.Y. ; Zhang, R.M. Group LASSO for structural break time series. 2014 J. Amer. Statist. Assoc.. 109 590-599
Chan, N.H. ; Yau, C.Y. ; Zhang, R.M. Lasso estimation of threshold autoregressive models. 2015 J. Econometrics. 189 -
Chen, L. Estimating the common break date in large factor models. 2015 Econom. Lett.. 131 70-74
Chen, L. ; Dolado, J.J. ; Gonzalo, J. Detecting big structural breaks in large factor models. 2014 J. Econometrics. 180 30-48
Chen, M. ; Fernández-Val, I. ; Martin, W. Nonlinear factor models for network and panel data. 2021 J. Econometrics. 220 296-324
Cheng, X. ; Liao, Z. ; Schorfheide, F. Shrinkage estimation of high-dimensional factor models with structural instabilities. 2016 Rev. Econom. Stud.. 83 1511-1543
Cho, H. ; Fryzlewicz, P. Multiple-change-point detection for high dimensional time series via sparsified binary segmentation. 2015 J. R. Stat. Soc. Ser. B Stat. Methodol.. 77 475-507
Corradi, V. ; Swanson, N.R. Testing for structural stability of factor augmented forecasting models. 2014 J. Econometrics. 182 100-118
Forni, M. ; Hallin, M. ; Lippi, M. ; Reichlin, L. The generalized dynamic factor model. 2005 J. Amer. Statist. Assoc.. 100 830-840
Han, X. ; Inoue, A. Tests for parameter instability in dynamic factor models. 2015 Econom. Theory. 31 1117-1152
Hansen, B.E. The new econometrics of structural change: Dating breaks in u.s. labour productivity. 2001 J. Econ. Perspect.. 15 117-128
Harchaoui, Z. ; Lévy-Leduc, C. Multiple change-point estimation with a total variation penalty. 2010 J. Amer. Statist. Assoc.. 105 1480-1493
Li, D. ; Qian, J. ; Su, L. Panel data models with interactive fixed effects and multiple structural breaks. 2016 J. Amer. Statist. Assoc.. 111 1804-1819
Li, H. ; Li, Q. ; Shi, Y. Determining the number of factors when the number of factors can increase with sample size. 2017 J. Econometrics. 197 76-86
Liu, X. ; Chen, R. Threshold factor models for high-dimensional time series. 2020 J. Econometrics. 216 53-70
Ma, S. ; Su, L. Estimation of large dimensional factor models with an unknown number of breaks. 2018 J. Econometrics. 207 1-29
Massacci, D. Least squares estimation of large dimensional threshold factor models. 2017 J. Econometrics. 197 101-129
Qian, J. ; Su, L. Shrinkage estimation of regression models with multiple structural changes. 2016 Econom. Theory. 32 1376-1433
- Safikhani, A. ; Shojaie, A. Joint structural break detection and parameter estimation in high-dimensional non-stationary VAR models. 2020 J. Amer. Statist. Assoc.. -
Paper not yet in RePEc: Add citation now
- Stock, J.H. ; Watson, M. Forecasting in dynamic factor models subject to structural instability. 2009 The Methodology and Practice of Econometrics. A Festschrift in Honour of David F. Hendry. 173 205-
Paper not yet in RePEc: Add citation now
Stock, J.H. ; Watson, M. Forecasting using principal components from a large number of predictors. 2002 J. Amer. Statist. Assoc.. 97 1167-1179
Su, L. ; Wang, X. On time-varying factor models: Estimation and testing. 2017 J. Econometrics. 198 84-101
- Tibshirani, R. Regression shrinkage and selection via the lasso. 1996 J. R. Stat. Soc. Ser. B Stat. Methodol.. 58 267-288
Paper not yet in RePEc: Add citation now
Tibshirani, R. ; Saunders, M. ; Rosset, S. ; Zhu, J. ; Knight, K. Sparsity and smoothness via the fused lasso. 2005 J. R. Stat. Soc. Ser. B Stat. Methodol.. 67 91-108
- Wang, F. Maximum likelihood estimation and inference for high dimensional generalized factor models with application to factor-augmented regressions. 2021 J. Econometrics. -
Paper not yet in RePEc: Add citation now
Yamamoto, Y. ; Tanaka, S. Testing for factor loading structural change under common breaks. 2015 J. Econometrics. 189 187-206
Yuan, M. ; Lin, Y. Model selection and estimation in regression with grouped variables. 2006 J. R. Stat. Soc. Ser. B Stat. Methodol.. 68 49-67