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Contribution Details

Type Journal Article
Scope Discipline-based scholarship
Title COMFORT: A common market factor non-Gaussian returns model
Organization Unit
Authors
  • Marc Paolella
  • Pawel Polak
Item Subtype Original Work
Refereed Yes
Status Published in final form
Language
  • English
Journal Title Journal of Econometrics
Publisher Elsevier
Geographical Reach international
ISSN 0304-4076
Volume 187
Number 2
Page Range 593 - 605
Date 2015
Abstract Text A new multivariate time series model with various attractive properties is motivated and studied. By extending the CCC model in several ways, it allows for all the primary stylized facts of financial asset returns, including volatility clustering, non-normality (excess kurtosis and asymmetry), and also dynamics in the dependency between assets over time. A fast EM-algorithm is developed for estimation. Each element of the vector return at time tt is endowed with a common univariate shock, interpretable as a common market factor. This leads to the new model being a hybrid of GARCH and stochastic volatility, but without the estimation problems associated with the latter, and being applicable in the multivariate setting for potentially large numbers of assets. A feasible technique which allows for multivariate option pricing is presented, along with an empirical illustration.
Related URLs
Digital Object Identifier 10.1016/j.jeconom.2015.02.041
Other Identification Number merlin-id:10480
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Keywords Economics and Econometrics, Applied Mathematics