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Value-at-risk model based on extreme value theory:comparison with other models under the basel accord

机译:基于极值理论的风险模型:与巴塞尔协议下的其他模型进行比较

摘要

Since the Basel II accord, forecasting Value-at-Risk become a daily task of banks and other Authorized Deposit-taking Institutions (ADIs). These forecasts are used to determine capital requirements and associated capital costs of ADIs. Methods based on Extreme Value Theory (EVT) showed better performance in terms of unconditional coverage and independence in many comparative studies. In this work we compare, in terms of daily capital requirements and violation penalties under the Basel II accord, the performance of a new model based on the EVT, with other models based on EVT, GARCH-type models and the Riskmetrics model. We emphasize that with the indexes under study and taking into account the Basel penalty zones, we achieve much better results with this new model than with the well known Riskmetrics model.
机译:自巴塞尔协议II以来,预测风险价值已成为银行和其他授权存款机构(ADIs)的日常任务。这些预测用于确定ADI的资本要求和相关资本成本。在许多比较研究中,基于极值理论(EVT)的方法在无条件覆盖和独立性方面表现出更好的性能。在这项工作中,我们根据《巴塞尔协议II》下的每日资金需求和违规罚款,将基于EVT的新模型与基于EVT的其他模型,GARCH类型模型和Riskmetrics模型的性能进行了比较。我们强调,通过研究指标并考虑到巴塞尔罚球区,使用这种新模型比使用众所周知的Riskmetrics模型可以获得更好的结果。

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