Comparing the accuracy of multivariate density forecasts in selected regions of the copula support
Cees Diks (),
Valentyn Panchenko,
Oleg Sokolinskiy and
Dick van Dijk
Journal of Economic Dynamics and Control, 2014, vol. 48, issue C, 79-94
Abstract:
This paper develops a testing framework for comparing the predictive accuracy of competing multivariate density forecasts with different predictive copulas, focusing on specific parts of the copula support. The tests are framed in the context of the Kullback–Leibler Information Criterion, using (out-of-sample) conditional likelihood and censored likelihood in order to focus the evaluation on the region of interest. Monte Carlo simulations document that the resulting test statistics have satisfactory size and power properties for realistic sample sizes. In an empirical application to daily changes of yields on government bonds of the G7 countries we obtain insights into why the Student-t and Clayton mixture copula outperforms the other copulas considered; mixing in the Clayton copula with the t-copula is of particular importance to obtain high forecast accuracy in periods of jointly falling yields.
Keywords: Copula; Density forecast evaluation; Kullback–Leibler Information Criterion; Out-of-sample forecast evaluation (search for similar items in EconPapers)
JEL-codes: C12 C14 C32 C52 C53 (search for similar items in EconPapers)
Date: 2014
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (12)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:dyncon:v:48:y:2014:i:c:p:79-94
DOI: 10.1016/j.jedc.2014.08.021
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