An estimator of the number of change points based on a weak invariance principle

被引:13
作者
Kühn, C [1 ]
机构
[1] Munich Univ Technol, Ctr Math Sci, D-80290 Munich, Germany
关键词
change points; change in the mean; Schwarz criterion; invariance principle; partial sum; renewal process; linear process;
D O I
10.1016/S0167-7152(00)00155-3
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
We study an estimator of the number of change points in the drift of a stochastic process based on the Schwarz criterion. In a general statistical model where the additive measurement noise satisfies a certain weak invariance principle (examples included are partial sums, renewal processes, and linear processes in time series analysis) consistency can be shown under the condition that the number of jumps is not greater than a given upper bound. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:189 / 196
页数:8
相关论文
共 9 条
[1]   INVARIANCE-PRINCIPLES FOR RENEWAL PROCESSES [J].
CSORGO, M ;
HORVATH, L ;
STEINEBACH, J .
ANNALS OF PROBABILITY, 1987, 15 (04) :1441-1460
[2]   Detection of changes in linear sequences [J].
Horvath, L .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 1997, 49 (02) :271-283
[3]  
HORVATH L, 2000, IN PRESS J STAT PLAN
[4]   APPROXIMATION OF PARTIAL SUMS OF INDEPENDENT RV-S, AND SAMPLE DFI [J].
KOMLOS, J ;
MAJOR, P ;
TUSNADY, G .
ZEITSCHRIFT FUR WAHRSCHEINLICHKEITSTHEORIE UND VERWANDTE GEBIETE, 1975, 32 (1-2) :111-131
[5]  
KUHN C, 1999, THESIS PHILIPPS U MA
[6]   ESTIMATING THE NUMBER OF CHANGE-POINTS IN A SEQUENCE OF INDEPENDENT NORMAL RANDOM-VARIABLES [J].
LEE, CB .
STATISTICS & PROBABILITY LETTERS, 1995, 25 (03) :241-248
[7]   ESTIMATING DIMENSION OF A MODEL [J].
SCHWARZ, G .
ANNALS OF STATISTICS, 1978, 6 (02) :461-464
[8]   ESTIMATING THE NUMBER OF CHANGE-POINTS VIA SCHWARZ CRITERION [J].
YAO, YC .
STATISTICS & PROBABILITY LETTERS, 1988, 6 (03) :181-189
[9]  
YAO YC, 1989, SANKHYA SER A, V51, P370