NONPARAMETRIC CHANGE-POINT ESTIMATION FOR DATA FROM AN ERGODIC SEQUENCE

被引:7
作者
CARLSTEIN, E
LELE, S
机构
[1] UNIV N CAROLINA, CHAPEL HILL, NC 27599 USA
[2] JOHNS HOPKINS UNIV, BALTIMORE, MD 21218 USA
关键词
NONPARAMETRIC ESTIMATION OF A CHANGE-POINT IN THE PROBABILISTIC; CHARACTERISTICS; CONSISTENCY OF ESTIMATIONS;
D O I
10.1137/1138073
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In the framework of the series scheme we assume that an observations sequence {X(i)(n), 1 less than or equal to i less than or equal to n) is such that X(i)(n) = UiI(1 less than or equal to i less than or equal to [theta n]) + ViI([theta n] + 1 less than or equal to i less than or equal to n), where (U-i,V-i) is a stationary ergodic sequence the marginal distributions of which are different, and theta is a change-point in the probabilistic characteristics such that theta epsilon (0; 1). The main result of this paper is the proof of the fact that the sequence (theta n)(n greater than or equal to 1) of nonparametric estimations constructed here is consistent (theta(n)-->theta).
引用
收藏
页码:726 / 733
页数:8
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