Dynamic factor multivariate GARCH model

被引:14
|
作者
Santos, Andre A. P. [1 ]
Moura, Guilherme V. [1 ]
机构
[1] Univ Fed Santa Catarina, Dept Econ, BR-88049970 Florianopolis, SC, Brazil
关键词
Dynamic conditional correlation (DCC); Forecasting; Kalman filter; Learning CAPM; Performance evaluation; Sharpe ratio; AUTOREGRESSIVE CONDITIONAL HETEROSKEDASTICITY; MAXIMUM-LIKELIHOOD-ESTIMATION; PORTFOLIO OPTIMIZATION; PERFORMANCE; VOLATILITY; RETURNS; COVARIANCES; ALLOCATION; STOCKS; ARCH;
D O I
10.1016/j.csda.2012.09.010
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A novel multivariate factor GARCH specification is used to obtain conditional covariance matrices of minimum variance portfolios containing a very large number of assets. The approach allows for time varying factor loads, and achieves great flexibility by allowing alternative specifications for the covariance among factors and for the variance of the asset-specific part of return. Minimum variance portfolios based on the proposed conditional covariance matrix specification are shown to deliver less risky portfolios in comparison to benchmark models, including existing factor approaches. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:606 / 617
页数:12
相关论文
共 50 条
  • [1] A multivariate generalized orthogonal factor GARCH model
    Lanne, Markku
    Saikkonen, Pentti
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2007, 25 (01) : 61 - 75
  • [2] Clustered dynamic conditional correlation multivariate GARCH model
    Zhou, Tu
    Chan, Laiwan
    DATA WAREHOUSING AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2008, 5182 : 206 - 216
  • [3] Multivariate GARCH with dynamic beta
    Raddant, M.
    Wagner, F.
    EUROPEAN JOURNAL OF FINANCE, 2022, 28 (13-15): : 1324 - 1343
  • [4] A General Multivariate Threshold GARCH Model With Dynamic Conditional Correlations
    Audrino, Francesco
    Trojani, Fabio
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2011, 29 (01) : 138 - 149
  • [5] A Student-t Full Factor Multivariate GARCH Model
    K. Diamantopoulos
    I. D. Vrontos
    Computational Economics, 2010, 35 : 63 - 83
  • [6] A Student-t Full Factor Multivariate GARCH Model
    Diamantopoulos, K.
    Vrontos, I. D.
    COMPUTATIONAL ECONOMICS, 2010, 35 (01) : 63 - 83
  • [7] Go-GARCH: A multivariate generalized orthogonal GARCH model
    Van der Weide, R
    JOURNAL OF APPLIED ECONOMETRICS, 2002, 17 (05) : 549 - 564
  • [8] A multivariate Skew-GARCH model
    De Luca, G
    Genton, MG
    Loperfido, N
    ECONOMETRIC ANALYSIS OF FINANCIAL AND ECONOMIC TIME SERIES, 2006, 20 : 33 - 57
  • [9] REALIZED BETA GARCH: A MULTIVARIATE GARCH MODEL WITH REALIZED MEASURES OF VOLATILITY
    Hansen, Peter Reinhard
    Lunde, Asger
    Voev, Valeri
    JOURNAL OF APPLIED ECONOMETRICS, 2014, 29 (05) : 774 - 799
  • [10] Currency hedging strategies using dynamic multivariate GARCH
    Chang, Chia-Lin
    Gonzalez-Serrano, Lydia
    Jimenez-Martin, Juan-Angel
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2013, 94 : 164 - 182