Detection of a change-point in student-t linear regression models

被引:22
|
作者
Osorio, F [1 ]
Galea, M [1 ]
机构
[1] Univ Valparaiso, Dept Estadist, Valparaiso, Chile
关键词
change-point; Student-t model; regression model; Schwarz information criterion;
D O I
10.1007/s00362-005-0271-x
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 this work the Schwarz Information Criterion (SIC) is used in order to locate a change-point in linear regression models with independent errors distributed according to the Student-t distribution. The methodology is applied to data sets from the financial area.
引用
收藏
页码:31 / 48
页数:18
相关论文
共 50 条
  • [41] Nonparametric Sequential Change-Point Detection by a Vertical Regression Method
    Rafajlowicz, Ewaryst
    Pawlak, Miroslaw
    Steland, Ansgar
    2009 IEEE/SP 15TH WORKSHOP ON STATISTICAL SIGNAL PROCESSING, VOLS 1 AND 2, 2009, : 613 - +
  • [42] Sequential change-point detection in a multinomial logistic regression model
    Li, Fuxiao
    Chen, Zhanshou
    Xiao, Yanting
    OPEN MATHEMATICS, 2020, 18 : 807 - 819
  • [43] Sequential change-point detection in Poisson autoregressive models
    Kengne, William
    JOURNAL OF THE SFDS, 2015, 156 (04): : 98 - 112
  • [44] DSGE MODELS WITH STUDENT-t ERRORS
    Chib, Siddhartha
    Ramamurthy, Srikanth
    ECONOMETRIC REVIEWS, 2014, 33 (1-4) : 152 - 171
  • [45] Bayesian functional graphical models with change-point detection
    Liu, Chunshan
    Kowal, Daniel R.
    Doss-Gollin, James
    Vannucci, Marina
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2025, 206
  • [47] Variance change-point detection in panel data models
    Li, Fuxiao
    Tian, Zheng
    Xiao, Yanting
    Chen, Zhanshou
    ECONOMICS LETTERS, 2015, 126 : 140 - 143
  • [48] CHANGE-POINT DETECTION IN AUTOREGRESSIVE MODELS WITH NO MOMENT ASSUMPTIONS
    Akashi, Fumiya
    Dette, Holger
    Liu, Yan
    JOURNAL OF TIME SERIES ANALYSIS, 2018, 39 (05) : 763 - 786
  • [49] THE LIKELIHOOD RATIO TEST FOR A CHANGE-POINT IN SIMPLE LINEAR-REGRESSION
    KIM, HJ
    SIEGMUND, D
    BIOMETRIKA, 1989, 76 (03) : 409 - 423
  • [50] Empirical likelihood ratio test for a change-point in linear regression model
    Liu, Yukun
    Zou, Changliang
    Zhang, Runchu
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2008, 37 (16) : 2551 - 2563