We suggest a method with a view to compute the Value-at-Risk of a portfolio composed by two stock indices. In order to model the dependence between the two indices we use a conditional copula model, in particular we assume Archimedean copula and the parameter of the copula is function of another variable, that is a volatility index in this work. We use a non-parametric approach in order to estimate the function. With a view to model the individual indices we use an AR(1) process in order to compute the conditional means and a GARCH(1,1) process in order to compute the conditional variances. Finally the Value-at-Risk estimates are checked through the test of Kupiec and the test of Christoffersen and the estimates that passes the verification are compared through the AIC.
Copule condizionate: applicazione nel calcolo del value-at-risk / Onorati, Paolo; Liseo, Brunero. - In: ANNALI DEL DIPARTIMENTO DI METODI E MODELLI PER L'ECONOMIA, IL TERRITORIO E LA FINANZA ..... - ISSN 2385-0825. - (2019), pp. 73-91.
Copule condizionate: applicazione nel calcolo del value-at-risk
Paolo Onorati;Brunero Liseo
2019
Abstract
We suggest a method with a view to compute the Value-at-Risk of a portfolio composed by two stock indices. In order to model the dependence between the two indices we use a conditional copula model, in particular we assume Archimedean copula and the parameter of the copula is function of another variable, that is a volatility index in this work. We use a non-parametric approach in order to estimate the function. With a view to model the individual indices we use an AR(1) process in order to compute the conditional means and a GARCH(1,1) process in order to compute the conditional variances. Finally the Value-at-Risk estimates are checked through the test of Kupiec and the test of Christoffersen and the estimates that passes the verification are compared through the AIC.File | Dimensione | Formato | |
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