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Z-process method for change point problems with applications to discretely observed diffusion processes.

Authors :
Negri, Ilia
Nishiyama, Yoichi
Source :
Statistical Methods & Applications; Jun2017, Vol. 26 Issue 2, p231-250, 20p
Publication Year :
2017

Abstract

The aim of this paper is to develop a general, unified approach, based on some partial estimation functions which we call ' Z-process', to some change point problems in mathematical statistics. The method proposed can be applied not only to ergodic models but also to some models where the Fisher information matrix is random. Applications to some concrete models, including a parametric model for volatilities of diffusion processes are presented. Simulations for randomly time-transformed Brownian bridge process appearing as the limit of the proposed test statistics are performed with computer intensive use. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
16182510
Volume :
26
Issue :
2
Database :
Complementary Index
Journal :
Statistical Methods & Applications
Publication Type :
Academic Journal
Accession number :
123151946
Full Text :
https://doi.org/10.1007/s10260-016-0366-7