Arbeitspapier
Multivariate Fractionally Integrated APARCH Modeling of Stock Market Volatility: A multi-country study
Tse (1998) proposes a model which combines the fractionally integrated GARCH formulation of Baillie, Bollerslev and Mikkelsen (1996) with the asymmetric power ARCH specification of Ding, Granger and Engle (1993). This paper analyzes the applicability of a multivariate constant conditional correlation version of the model to national stock market returns for eight countries. We find this multivariate specification to be generally applicable once power, leverage and long-memory effects are taken into consideration. In addition, we find that both the optimal fractional differencing parameter and power transformation are remarkably similar across countries. Out-of-sample evidence for the superior forecasting ability of the multivariate FIAPARCH framework is provided in terms of forecast error statistics and tests for equal forecast accuracy of the various models.
- Sprache
-
Englisch
- Erschienen in
-
Series: Discussion Paper Series ; No. 472
- Klassifikation
-
Wirtschaft
Estimation: General
Single Equation Models; Single Variables: Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
Model Evaluation, Validation, and Selection
- Thema
-
Asymmetric Power ARCH
Fractional integration
Stock returns
Volatility forecast evaluation
Kapitaleinkommen
Börsenkurs
Volatilität
Korrelation
ARCH-Modell
Multivariate Analyse
Theorie
Schätzung
Industrieländer
- Ereignis
-
Geistige Schöpfung
- (wer)
-
Conrad, Christian
Karanasos, Menelaos
Zeng, Ning
- Ereignis
-
Veröffentlichung
- (wer)
-
University of Heidelberg, Department of Economics
- (wo)
-
Heidelberg
- (wann)
-
2008
- Handle
- Letzte Aktualisierung
-
10.03.2025, 11:43 MEZ
Datenpartner
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Objekttyp
- Arbeitspapier
Beteiligte
- Conrad, Christian
- Karanasos, Menelaos
- Zeng, Ning
- University of Heidelberg, Department of Economics
Entstanden
- 2008