Identification of matrix-valued factor models

被引:0
作者
Cheung, Ying Lun [1 ]
机构
[1] Capital Univ Econ & Business, Beijing, Peoples R China
来源
ECONOMICS BULLETIN | 2024年 / 44卷 / 02期
基金
中国国家自然科学基金;
关键词
PRINCIPAL COMPONENTS; NUMBER; ARBITRAGE; MOMENTUM;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
The analysis of matrix-valued time series has been popular in recent years. When the dimensions of the matrix observations are large, one can use the matrix-valued factor model to extract information from the data. However, as in standard factor analysis, the common factors and factor loadings are not separately identifiable. This note considers two sets of identification restrictions that help exactly identify the model.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] A Sparse Approximate Factor Model for High-Dimensional Covariance Matrix Estimation and Portfolio Selection
    Daniele, Maurizio
    Pohlmeier, Winfried
    Zagidullina, Aygul
    JOURNAL OF FINANCIAL ECONOMETRICS, 2024,
  • [32] Econometric Analysis of Large Factor Models
    Bai, Jushan
    Wang, Peng
    ANNUAL REVIEW OF ECONOMICS, VOL 8, 2016, 8 : 53 - 80
  • [33] Sufficient forecasting using factor models
    Fan, Jianqing
    Xue, Lingzhou
    Yao, Jiawei
    JOURNAL OF ECONOMETRICS, 2017, 201 (02) : 292 - 306
  • [34] Application of factor models for the identification of countries sharing international reference-cycles
    de Lucas Santos, Sonia
    Delgado Rodriguez, Maria Jesus
    Alvarez Ayuso, Inmaculada
    ECONOMIC MODELLING, 2011, 28 (06) : 2424 - 2431
  • [35] GLS Estimation of Dynamic Factor Models
    Breitung, Joerg
    Tenhofen, Joern
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2011, 106 (495) : 1150 - 1166
  • [36] Factor models for high-dimensional functional time series II: Estimation and forecasting
    Tavakoli, Shahin
    Nisol, Gilles
    Hallin, Marc
    JOURNAL OF TIME SERIES ANALYSIS, 2023, 44 (5-6) : 601 - 621
  • [37] Information criteria for latent factor models: A study on factor pervasiveness and adaptivity
    Guo, Xiao
    Chen, Yu
    Tang, Cheng Yong
    JOURNAL OF ECONOMETRICS, 2023, 233 (01) : 237 - 250
  • [38] Pivotal variable detection of the covariance matrix and its application to high-dimensional factor models
    Zhao, Junlong
    Zhao, Hongyu
    Zhu, Lixing
    STATISTICS AND COMPUTING, 2018, 28 (04) : 775 - 793
  • [39] Dynamic factor models: Does the specification matter?
    Miranda, Karen
    Poncela, Pilar
    Ruiz, Esther
    SERIES-JOURNAL OF THE SPANISH ECONOMIC ASSOCIATION, 2022, 13 (1-2): : 397 - 428
  • [40] Inferential theory for generalized dynamic factor models
    Barigozzi, Matteo
    Hallin, Marc
    Luciani, Matteo
    Zaffaroni, Paolo
    JOURNAL OF ECONOMETRICS, 2024, 239 (02)