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doi: 10.2139/ssrn.2065754
handle: 10419/79615
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.
realized variance, multivariate dependence, Realized variance, realized covariance, realized copula, multivariate dependence, realized covariance, C50, C13, C14, Varianzanalyse, G12, realized variance, realized covariance, realized copula, multivariate dependence, ddc:330, 330 Wirtschaft, ddc:310, realized copula, 310 Sammlungen allgemeiner Statistiken, Kopula (Mathematik), Zeitreihenanalyse, Kapitaleinkommen, C22, Theorie, jel: jel:C22, jel: jel:C50, jel: jel:C13, jel: jel:G12, jel: jel:C14
realized variance, multivariate dependence, Realized variance, realized covariance, realized copula, multivariate dependence, realized covariance, C50, C13, C14, Varianzanalyse, G12, realized variance, realized covariance, realized copula, multivariate dependence, ddc:330, 330 Wirtschaft, ddc:310, realized copula, 310 Sammlungen allgemeiner Statistiken, Kopula (Mathematik), Zeitreihenanalyse, Kapitaleinkommen, C22, Theorie, jel: jel:C22, jel: jel:C50, jel: jel:C13, jel: jel:G12, jel: jel:C14
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