In this article, the effect of contemporaneous aggregation of heterogeneous generalized autoregressive conditionally heteroskedastic (GARCH) processes, as the cross-sectional size diverges to infinity is studied. We analyse both cases of cross-sectionally dependent and independent individual processes. The limit aggregate does not belong to the class of GARCH processes. Dynamic conditional heteroskedasticity is only preserved when the individual processes are sufficiently cross-correlated, although long memory for the limit aggregate volatility is not attainable. We also explore more general forms of cross-sectional dependence and various types of aggregation schemes.

Contemporaneous aggregation of GARCH processes / Zaffaroni, Paolo. - In: JOURNAL OF TIME SERIES ANALYSIS. - ISSN 0143-9782. - 28:4(2007), pp. 521-544. [10.1111/j.1467-9892.2006.00522.x]

Contemporaneous aggregation of GARCH processes

ZAFFARONI, Paolo
2007

Abstract

In this article, the effect of contemporaneous aggregation of heterogeneous generalized autoregressive conditionally heteroskedastic (GARCH) processes, as the cross-sectional size diverges to infinity is studied. We analyse both cases of cross-sectionally dependent and independent individual processes. The limit aggregate does not belong to the class of GARCH processes. Dynamic conditional heteroskedasticity is only preserved when the individual processes are sufficiently cross-correlated, although long memory for the limit aggregate volatility is not attainable. We also explore more general forms of cross-sectional dependence and various types of aggregation schemes.
2007
common and idiosyncratic risk; contemporaneous aggregation; cross-section asymptotic; factor models; garch; memory; value-weighted portfolio
01 Pubblicazione su rivista::01a Articolo in rivista
Contemporaneous aggregation of GARCH processes / Zaffaroni, Paolo. - In: JOURNAL OF TIME SERIES ANALYSIS. - ISSN 0143-9782. - 28:4(2007), pp. 521-544. [10.1111/j.1467-9892.2006.00522.x]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/114104
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