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pTAS distributions with application to risk management

机译:pTAS分布及其在风险管理中的应用

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Abstract The family of positive tempered α -stable (pTAS) or sometimes also tempered one-sided α -stable distributions dates back to Tweedie (1984) and Hougaard (1986) who discussed it in the context of frailty distribution in life table methods for heterogenous populations. The pTAS family generalizes the well-known gamma distribution and allows for heavier tails depending on the parameter α . Because of this property, pTAS distributions appear to be useful in the context of risk management. Against this background, the contribution of his work is three-fold: Firstly, we summarize the properties of the pTAS family. Secondly, we describe its numerical implementation and illustrate the functions by means of R examples in the Appendix. Thirdly, we empirically demonstrate that this family can be successfully applied in risk management. Concretely, applications to credit and operational risk are given.
机译:摘要正回火α-稳定(pTAS)或有时也回火的单面α-稳定分布的家族可以追溯到Tweedie(1984)和Hougaard(1986),他们在脆弱性分布的生命表方法中讨论了异质性。人口。 pTAS系列概括了众所周知的伽马分布,并根据参数α允许尾巴较重。由于这种特性,pTAS分布在风险管理方面似乎很有用。在这种背景下,他的工作有三方面的贡献:首先,我们总结了pTAS家族的特性。其次,我们在附录中通过R实例描述其数值实现并说明其功能。第三,我们经验证明该家族可以成功地用于风险管理。具体地,给出了对信用和操作风险的应用。

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