Nonparametric inference in a simple change-point model

被引:0
|
作者
Wang, Zhan Feng [1 ]
Wu, Yaco Hua [1 ]
Zhao, Lin Cheng [1 ]
机构
[1] Univ Sci & Technol China, Dept Stat & Finance, Hefei 230026, Peoples R China
基金
中国国家自然科学基金;
关键词
sample median; change point; extreme distribution; Bahadur representation;
D O I
10.1007/s10114-008-6070-2
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we consider a change point model allowing at, most one change, X( integral(i/n) + e(i/n), where f(t) = alpha + theta I-(t0,I-1) (l), 0 <= t <= 1, {e(i/n,)....., e(n/n)} is a sequence of i.i.d. random variable, distributed as c with 0 being the median of e. For this change point model, hypothesis test, problem about the change-point t(0) is studied and a test statistic is constructed. Furthermore, a nonparametric estimator of t(0) is proposed and shown to be strongly consistent. Finally, we give an estimator of jump theta and obtain it's asymptotic property. Performance of the proposed approach is investigated by extensive simulation studies.
引用
收藏
页码:1483 / 1496
页数:14
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