Portmanteau test for the asymmetric power GARCH model when the power is unknown

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TitrePortmanteau test for the asymmetric power GARCH model when the power is unknown
Type de publicationJournal Article
Year of PublicationSubmitted
AuteursMainassara YBoubacar, Kadmiri O, Saussereau B
JournalSTATISTICAL PAPERS
Type of ArticleArticle; Early Access
ISSN0932-5026
Mots-clésAsymmetric power GARCH models, Goodness-of-fit test, Portmanteau test, Residuals autocovariances, Threshold models, Validation
Résumé

It is now widely accepted that, to model the dynamics of daily financial returns, volatility models have to incorporate the so-called leverage effect. We derive the asymptotic behaviour of the squared residuals autocovariances for the class of asymmetric power GARCH model when the power is unknown and is jointly estimated with the model's parameters. We then deduce a portmanteau adequacy test based on the autocovariances of the squared residuals. These asymptotic results are illustrated by Monte Carlo experiments. An application to real financial data is also proposed.

DOI10.1007/s00362-021-01257-w