Copule condizionate: applicazione nel calcolo del Value-at-Risk

Citation
Paolo Onorati et Brunero Liseo, Copule condizionate: applicazione nel calcolo del Value-at-Risk, Annali del Dipartimento di metodi e modelli per l'economia, il territorio e la finanza ... (Testo stampato) , 2019, pp. 73-91
ISSN journal
23850825
Year of publication
2019
Pages
73 - 91
Database
ACNP
SICI code
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-atRisk 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.