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An Introduction to heavy-tailed and subexponential distributions

机译:重尾和次指数分布简介

摘要

Provides a complete and comprehensive introduction to the theory of long tailed and subexponential distributionsExpanded text features new exercises and numerous examples Includes preliminary mathematical materialHeavy-tailed probability distributions are an important component in the modeling of many stochastic systems. They are frequently used to accurately model inputs and outputs of computer and data networks and service facilities such as call centers. They are an essential for describing risk processes in finance and also for insurance premia pricing, and such distributions occur naturally in models of epidemiological spread. The class includes distributions with power law tails such as the Pareto, as well as the lognormal and certain Weibull distributions. One of the highlights of this new edition is that it includes problems at the end of each chapter. Chapter 5 is also updated to include interesting applications to queueing theory, risk, and branching processes. New results are presented in a simple, coherent and systematic way.Graduate students as well as modelers in the fields of finance, insurance, network science and environmental studies will find this book to be an essential referenc
机译:为长尾和次指数分布的理论提供了完整而全面的介绍扩展的文本提供了新的练习和许多示例,包括了初步的数学资料重尾概率分布是许多随机系统建模的重要组成部分。它们通常用于对计算机和数据网络以及呼叫中心等服务设施的输入和输出进行准确建模。它们对于描述金融中的风险过程以及保险溢价定价至关重要,并且这种分布自然存在于流行病学传播模型中。该类包括具有幂律尾巴的分布,例如帕累托,以及对数正态分布和某些威布尔分布。这个新版本的亮点之一是在每章的末尾都包含了问题。第5章也进行了更新,以包括对排队论,风险和分支过程的有趣应用。以简单,连贯和系统的方式介绍新结果。金融,保险,网络科学和环境研究领域的研究生以及建模者会发现这本书是必不可少的参考书

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