Inferences for the linear errors-in-variables with changepoint models

被引:15
|
作者
Chang, YP [1 ]
Huang, WT [1 ]
机构
[1] ACAD SINICA,INST STAT SCI,TAIPEI 11529,TAIWAN
关键词
asymptotic distribution; asymptotic efficiency; consistency; likelihood ratio test;
D O I
10.2307/2291461
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
A new linear structural errors-in-variables regression with changepoint model is considered. In this mode! we consider the likelihood ratio test based on the maximum Hotelling T-2 for the test of no change against the alternative of exactly one change:If there is a change, either known a priori or by testing, then we estimate the unknown changepoint parameter and some other related parameters by maximum likelihood. The limiting distribution of the,changepoint estimator is investigated and it is shown that the asymptotic efficiency increases as the absolute regression slope;coefficient increases. A Monte Carlo study shows that the proposed estimator performs satisfactorily.
引用
收藏
页码:171 / 178
页数:8
相关论文
共 50 条
  • [41] Stochastic restricted estimation in partially linear additive errors-in-variables models
    Chuanhua Wei
    Jin Yang
    Statistical Papers, 2020, 61 : 1269 - 1279
  • [43] Statistical inference on restricted partially linear additive errors-in-variables models
    Wei, Chuanhua
    Wang, Qihua
    TEST, 2012, 21 (04) : 757 - 774
  • [44] Stochastic restricted estimation in partially linear additive errors-in-variables models
    Wei, Chuanhua
    Yang, Jin
    STATISTICAL PAPERS, 2020, 61 (03) : 1269 - 1279
  • [45] Errors-in-variables models with dependent measurements
    Rudelson, Mark
    Zhou, Shuheng
    ELECTRONIC JOURNAL OF STATISTICS, 2017, 11 (01): : 1699 - 1797
  • [46] Errors-in-variables beta regression models
    Carrasco, Jalmar M. F.
    Ferrari, Silvia L. P.
    Arellano-Valle, Reinaldo B.
    JOURNAL OF APPLIED STATISTICS, 2014, 41 (07) : 1530 - 1547
  • [47] Linear and conic programming estimators in high dimensional errors-in-variables models
    Belloni, Alexandre
    Rosenbaum, Mathieu
    Tsybakov, Alexandre B.
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2017, 79 (03) : 939 - 956
  • [48] ESTIMATION OF LINEAR AND NONLINEAR ERRORS-IN-VARIABLES MODELS USING VALIDATION DATA
    LEE, LF
    SEPANSKI, JH
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (429) : 130 - 140
  • [49] Variable selection in the partially linear errors-in-variables models for longitudinal data
    Yi-ping Yang
    Liu-gen Xue
    Wei-hu Cheng
    Acta Mathematicae Applicatae Sinica, English Series, 2012, 28 : 769 - 780
  • [50] Empirical Likelihood for Partially Linear Errors-in-variables Models with Longitudinal Data
    Li Yan
    Xiao-yan Tan
    Xia Chen
    Acta Mathematicae Applicatae Sinica, English Series, 2022, 38 : 664 - 683