Arbeitspapier

The persistence and asymmetry of time-varying correlations

Existing multivariate GARCH models either impose strong restrictions on the parameters or do not guarantee a well-defined (positive definite) covariance matrix. We focus on the multivariate GARCH model of Baba, Engle, Kraft and Kroner (BE=) and show that the covariance and correlation is not adequately specified. This implies that any analysis of the persistence and the asymmetry of the correlation is difficult and potentially biased. We illustrate this by the use of Monte-Carlo simulations for different correlation processes and propose a new Bivariate Dynamic Correlation (BDC) model that parameterizes the conditional correlation directly and eliminates the shortcomings of the BEKK model. Empirical results for correlations of the German stock market index with three international stock market indices reveal that correlations exhibit different degrees of persistence and different asymmetric reactions than variances. In addition, we find that correlations do not necessarily increase with variantes implying a justification for international portfolio diversification.

Language
Englisch

Bibliographic citation
Series: Tübinger Diskussionsbeiträge ; No. 232

Classification
Wirtschaft
Multiple or Simultaneous Equation Models: Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
Model Evaluation, Validation, and Selection
Subject
Multivariate GARCH
BEKK
Covariance Models
ARCH-Modell
Multivariate Analyse
Theorie
Welt
Korrelation

Event
Geistige Schöpfung
(who)
Baur, Dirk
Event
Veröffentlichung
(who)
Eberhard Karls Universität Tübingen, Wirtschaftswissenschaftliche Fakultät
(where)
Tübingen
(when)
2002

Handle
URN
urn:nbn:de:bsz:21-opus-19299
Last update
10.03.2025, 11:44 AM CET

Data provider

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Object type

  • Arbeitspapier

Associated

  • Baur, Dirk
  • Eberhard Karls Universität Tübingen, Wirtschaftswissenschaftliche Fakultät

Time of origin

  • 2002

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