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Extreme Value Methods with Applications to Finance

机译:极值方法及其在金融中的应用

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摘要

Extreme value theory is a well developed field of such maturity that models are being developed and applied in many fields of study, e.g. failure risk design in engineering, financial risk modelling, survival modelling and network traffic analysis. The focus is on understanding the properties of rare events, typically those which are large in magnitude. In many applications, interest lies in settings where the maximum value in a long sequence is larger than the sum of all the others put together. This book is somewhat orientated towards researchers interested in financial risk, thus adding to the multitude of books on extreme value statistics in this field which cover the full spectrum of possible emphases (theoretical, methodological and applications-oriented). From the first page it is obvious this book is predominantly targeted to the more theoretic end of this spectrum. It provides a nice introduction to the probabilistic underpinnings of various univariate stationary extreme value models with a focus on heavy tailed distributions.
机译:极值理论是一个成熟度很高的领域,其模型正在许多研究领域中开发和应用。工程中的故障风险设计,财务风险建模,生存建模和网络流量分析。重点是了解罕见事件的性质,通常是规模较大的事件。在许多应用中,人们关注的是这样的设置:长序列中的最大值大于所有其他值的总和。这本书是针对对金融风险感兴趣的研究人员的,因此增加了该领域涉及极值统计的众多书籍,这些书籍涵盖了所有可能的重点(理论,方法和面向应用)。从第一页可以明显看出,这本书主要是针对这一理论领域的。它很好地介绍了各种单变量平稳极值模型的概率基础,重点是重尾分布。

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