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一种ARMA过程均值变化点的广义似然比检验
引用本文:刘次华,王雪.一种ARMA过程均值变化点的广义似然比检验[J].华中科技大学学报(自然科学版),2005,33(5):100-102.
作者姓名:刘次华  王雪
作者单位:华中科技大学,数学系,湖北,武汉,430074
基金项目:国家自然科学基金资助项目(10301011).
摘    要:对ARMA过程均值变点检测的广义似然比检验Generalized Likelihood Ratio Test(GLRT)方法进行改进.改进的GLRT(IGLRT)方法考虑到,即使变点后的开始1(2,3,…)个残差均值的实现不符合故障特征,但后面的实现较符合故障特征,也有一定的把握认为变点已发生.模拟比较了GLRT和改进的GLRT的平均运行长度.最后,在已知一定先验分布的情形下,给出了GLRT的贝叶斯方法.

关 键 词:ARMA过程  变点检测  平均运行长度  GLRT  贝叶斯方法
文章编号:1671-4512(2005)05-0100-03
修稿时间:2004年12月3日

The generalized likelihood ratio test of change-point of means in an ARMA process
Liu Cihua,Wang Xue.The generalized likelihood ratio test of change-point of means in an ARMA process[J].JOURNAL OF HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY.NATURE SCIENCE,2005,33(5):100-102.
Authors:Liu Cihua  Wang Xue
Institution:Liu Cihua Wang XueLiu Cihua Prof., Dept. of Maths., Huazhong Univ. of Sci. & Tech.,Wuhan 430074,China.
Abstract:The Generalized Likelihood Ratio Test (GLRT) method for the detection of the change-point of the mean in ARMA process was improved. In the improved GLRT, even if the first 1 (2,3,...) generalization of the means of residual errors are not in accordance with the fault signature, if the remaining generalization are there is some evidence to claim that the change-point has happened. By the simulation, this paper compared the average run length of the GLRT with that of the improved GLRT. And gave the Bayes GLRT under some prior information.
Keywords:ARMA process  detection of change-point  average run length  GLRT  Bayes method
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