On the Performances of Dynamic Conditional Correlation Models in the Sovereign CDS Market and the Corresponding Bond Market

Saker Sabkha, C. Peretti
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引用次数: 3

Abstract

The study of an efficient financial assets' modeling method is still an open hot issue especially during recent crises. Using credit risk data from 33 worldwide countries, this paper investigates the performance of 9 Dynamic Conditional Correlation models taking into account different properties of financial markets (long memory behavior, asymmetry and/or leverage effects...). This comparative study is based on the results of several multivariate diagnostic tests. Findings show that no model outperforms the others in all situations, though, the straightforward DCC-GARCH model seems to provide the most relevant estimator parameters. Yet, the innovations distributions assumption significantly impacts the statistical fit of the model. Our work is useful for financial markets' participants so as to making decision in terms of arbitrage, hedging or speculation. JEL Classification G11, G12, F02, C58
动态条件相关模型在主权CDS市场及相应债券市场中的表现
研究一种有效的金融资产建模方法仍然是一个开放的热点问题,特别是在最近的危机中。本文利用全球33个国家的信用风险数据,研究了考虑金融市场不同属性(长记忆行为、不对称和/或杠杆效应等)的9种动态条件相关模型的表现。这项比较研究是基于几个多变量诊断测试的结果。研究结果表明,没有模型在所有情况下都优于其他模型,尽管直接的DCC-GARCH模型似乎提供了最相关的估计器参数。然而,创新分布假设显著影响模型的统计拟合。我们的工作对金融市场参与者在套利、对冲或投机方面的决策有帮助。JEL分类G11、G12、F02、C58
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