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Empirical likelihood approach for change-point estimation based on residuals in piecewise linear models.

Authors :
Gao, Pengli
Xia, Zhiming
Source :
Communications in Statistics: Theory & Methods; 2021, Vol. 50 Issue 10, p2371-2381, 11p
Publication Year :
2021

Abstract

This paper considers the problem of structural changes. The empirical likelihood approach is used to estimate change-point in piecewise linear models. And theoretically we establish the consistency of the estimated change-point fraction τ ̂ in piecewise linear models based on residuals. Monte Carlo simulation also shows that the estimated break point fraction τ ̂ converges to its true value τ *. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
03610926
Volume :
50
Issue :
10
Database :
Complementary Index
Journal :
Communications in Statistics: Theory & Methods
Publication Type :
Academic Journal
Accession number :
150006570
Full Text :
https://doi.org/10.1080/03610926.2019.1667395