• Media type: Report; E-Book
  • Title: Realized copula
  • Contributor: Fengler, Matthias R. [Author]; Okhrin, Ostap [Author]
  • Published: Berlin: Humboldt University of Berlin, Collaborative Research Center 649 - Economic Risk, 2012
  • Language: English
  • Keywords: Varianzanalyse ; realized variance ; G12 ; realized covariance ; C13 ; C14 ; C50 ; C22 ; Kapitaleinkommen ; Zeitreihenanalyse ; Theorie ; realized copula ; Kopula (Mathematik) ; multivariate dependence
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  • Description: We introduce the notion of realized copula. Based on assumptions of the marginal distributions of daily stock returns and a copula family, realized copula is defined as the copula structure materialized in realized covariance estimated from within-day high-frequency data. Copula parameters are estimated in a method-of-moments type of fashion through Hoeffding's lemma. Applying this procedure day by day gives rise to a time series of copula parameters that is suitably approximated by an autoregressive time series model. This allows us to capture time-varying dependency in our framework. Studying a portfolio risk-management applica- tion, we find that time-varying realized copula is superior to standard benchmark models in the literature.
  • Access State: Open Access