{"title":"由极值理论推导的标准指数泛函相依和的中心极限定理","authors":"G. Lo, A. M. Fall, Harouna Sanagaré","doi":"10.16929/as/1795.134","DOIUrl":null,"url":null,"abstract":"A Central limit Theorem of dependent sums of standard exponential functionals motivated by extreme value theory k -1 k -1 k -1 ∑ f ( j )(exp(- y ∑ E h /h ) -exp(- y ∑ E h /h )), j =1 h = j +1 h +1 where E 1 , E 2 , ... are independent standard exponential random variables, y > 0, k is a positive integer and f ( j ) is an increasing function of the integer j ≥ 1. We find general conditions under which the central limit theorem (CLT) holds and next apply the results to find the asymptotic behavior of the functional Hill within the Extreme Value Theory (EVT) field. This results show a new trend for the central limit theorem issue for non-stationary sequences of associated variables. Keywords: Extreme value theory; Associated random variables; demimartingales; asymptotic laws; functional Hill processes; extreme value theory; statistical tests. AMS 2010 Mathematics Subject Classification Objects: Primary 62E20; 62F12; 60F05. Secondary 60B10; 60F17","PeriodicalId":430341,"journal":{"name":"Afrika Statistika","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"A Central limit Theorem of dependent sums of standard exponential functionals motivated by extreme value theory\",\"authors\":\"G. Lo, A. M. Fall, Harouna Sanagaré\",\"doi\":\"10.16929/as/1795.134\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A Central limit Theorem of dependent sums of standard exponential functionals motivated by extreme value theory k -1 k -1 k -1 ∑ f ( j )(exp(- y ∑ E h /h ) -exp(- y ∑ E h /h )), j =1 h = j +1 h +1 where E 1 , E 2 , ... are independent standard exponential random variables, y > 0, k is a positive integer and f ( j ) is an increasing function of the integer j ≥ 1. We find general conditions under which the central limit theorem (CLT) holds and next apply the results to find the asymptotic behavior of the functional Hill within the Extreme Value Theory (EVT) field. This results show a new trend for the central limit theorem issue for non-stationary sequences of associated variables. Keywords: Extreme value theory; Associated random variables; demimartingales; asymptotic laws; functional Hill processes; extreme value theory; statistical tests. AMS 2010 Mathematics Subject Classification Objects: Primary 62E20; 62F12; 60F05. Secondary 60B10; 60F17\",\"PeriodicalId\":430341,\"journal\":{\"name\":\"Afrika Statistika\",\"volume\":\"4 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Afrika Statistika\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.16929/as/1795.134\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Afrika Statistika","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.16929/as/1795.134","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
摘要
由极值理论推导的标准指数泛函相依和的中心极限定理k -1 k -1 k -1∑f (j)(exp(- y∑E h /h) -exp(- y∑E h /h)), j =1 h = j +1 h +1其中e1, e2,…为独立的标准指数随机变量,y > 0, k为正整数,f (j)为整数j≥1的递增函数。我们得到了中心极限定理成立的一般条件,并应用结果在极值理论(EVT)域中得到了泛函Hill的渐近性态。这一结果为非平稳关联变量序列的中心极限定理问题提供了新的思路。关键词:极值理论;相关随机变量;demimartingales;渐近法;功能性希尔过程;极值理论;统计测试。AMS 2010数学学科分类对象:初级62E20;62 f12;60 f05。二次60 b10;60 f17
A Central limit Theorem of dependent sums of standard exponential functionals motivated by extreme value theory
A Central limit Theorem of dependent sums of standard exponential functionals motivated by extreme value theory k -1 k -1 k -1 ∑ f ( j )(exp(- y ∑ E h /h ) -exp(- y ∑ E h /h )), j =1 h = j +1 h +1 where E 1 , E 2 , ... are independent standard exponential random variables, y > 0, k is a positive integer and f ( j ) is an increasing function of the integer j ≥ 1. We find general conditions under which the central limit theorem (CLT) holds and next apply the results to find the asymptotic behavior of the functional Hill within the Extreme Value Theory (EVT) field. This results show a new trend for the central limit theorem issue for non-stationary sequences of associated variables. Keywords: Extreme value theory; Associated random variables; demimartingales; asymptotic laws; functional Hill processes; extreme value theory; statistical tests. AMS 2010 Mathematics Subject Classification Objects: Primary 62E20; 62F12; 60F05. Secondary 60B10; 60F17