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至多一个变点的$Gamma$分布的统计推断及在金融中的应用
引用本文:谭常春,赵林城,缪柏其. 至多一个变点的$Gamma$分布的统计推断及在金融中的应用[J]. 系统科学与数学, 2007, 27(1): 2-10
作者姓名:谭常春  赵林城  缪柏其
作者单位:中国科学技术大学统计与金融系,中国科学技术大学统计与金融系,中国科学技术大学统计与金融系 合肥 230026,合肥 230026,合肥 230026
基金项目:国家自然科学基金;中国科学院知识创新工程项目
摘    要:对至多一个变点的Γ分布,即X1,X2…,Xn为一列相互独立的随机变量序列,且X1,X2,…,X[nΥ0]i.i.d~Γ(x;ν1,λ1),X[nΥ0] 1,X[nΥ0] 2,…,Xn i.i.d~Γ(x;ν2,λ2),其中Υ0未知,称Υ0为该序列的变点.在利用第一型极值分布逼近文中提出统计量的分布的基础上,给出了变点Υ0估计(?)的相合性及强弱收敛速度.最后给出了在金融序列上的应用.

关 键 词:Γ分布  变点  强相合估计  收敛速度
收稿时间:2006-08-15
修稿时间:2006-08-15

INFERENCE AND APPLICATION IN FINANCE OF $Gamma$-DISTRIBUTION WITH AT MOST ONE CHANGE-POINT
Tan Changchun,Zhao Lincheng,Miao Baiqi. INFERENCE AND APPLICATION IN FINANCE OF $Gamma$-DISTRIBUTION WITH AT MOST ONE CHANGE-POINT[J]. Journal of Systems Science and Mathematical Sciences, 2007, 27(1): 2-10
Authors:Tan Changchun  Zhao Lincheng  Miao Baiqi
Affiliation:Department of Statistics and Finance, USTC, Hefei Anhui 230026
Abstract:In this paper the change point of parameter in ${it Gamma}$- distribution is considered. Suppose that $X_{1}, X_{2}, cdots ,X_{[ntau_{0}]},X_{[ntau_{0}]+1},cdots,X_{n}$ are independent random variables where $X_{1},X_{2}, cdots ,X_{[ntau_{0}]}$ i.i.d $sim {it Gamma}(x;nu_{1}, lambda_{1}),$and $X_{[ntau_{0}]+1}, X_{[ntau_{0}]+2},cdots, X_{n} {rm i.i.d} sim {it Gamma}(x;nu_{2}, lambda_{2}), tau_{0}$ is unknown and called change point. The distribution of the statistic proposed in the paper can be approximated by the first type of extremal distribution . Under mild conditions, the strong consistency and rate of convergence of the estimator for the change point are presented. At the same time, its application are also presented.
Keywords:$Gamma$-distribution  change point  strong consistency  rate of convergence
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