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变点理论在极值分布阈值选取中的应用
引用本文:宋加山,李勇,孙浩瑛,方兆本. 变点理论在极值分布阈值选取中的应用[J]. 系统工程, 2007, 25(11): 97-101
作者姓名:宋加山  李勇  孙浩瑛  方兆本
作者单位:中国科学技术大学,管理学院,安徽,合肥,230026
基金项目:中国科学院知识创新工程项目;中国科技大学校科研和教改项目
摘    要:极值理论已经被广泛应用于解决金融、保险等领域的厚尾分布问题,而阚值的选取一直是极值理论实际应用的难点和重点。在已有研究成果基础上。本文尝试引入变点理论进行定量化的阈值选取。分析了变,最理论进行阚值选取的基本原理和方法,利用Burr分布产生的随机样本进行模拟,得到了较好的效果。并在此基础上运用S&P500和Danish火灾保险数据进行了实证分析。

关 键 词:极值分布  变点  阈值  随机模拟
文章编号:1001-4098(2007)11-0097-05
收稿时间:2007-09-06
修稿时间:2007-09-06

A New Method to Choose the Threshold in Extreme Value Distribution: Applying the Change Point Theory
SONG Jia-shan,LI Yong,Sun Hao-ying,FANG Zhao-ben. A New Method to Choose the Threshold in Extreme Value Distribution: Applying the Change Point Theory[J]. Systems Engineering, 2007, 25(11): 97-101
Authors:SONG Jia-shan  LI Yong  Sun Hao-ying  FANG Zhao-ben
Affiliation:School of Management ,University of Science and Technology of China,Hefei 230026,China
Abstract:Extreme Value Theory has been widely used in the solutions of the distribution problems in the field of finance and insurance. Selection of threshold,however,has long been treated as the key point and a difficult task in the application. This paper attempts to use the change point theory to select the threshold quantitatively based on the previous work existing in the literatures. The fundamental and the basic method used in the selection of threshold value using the change point theory has been analyzed and numerical simulation has been performed by random sample generated from Burr distribution method, and a good result has been obtained. Moreover, the empirical analysis is also carried out by using the MYMSP500 and Danish fire insurance data.
Keywords:EVT Distribution   Change Point    Threshold    Random Model
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