Empirical likelihood inference for partially time-varying coefficient errors-in-variables models

被引:12
|
作者
Fan, Guo-Liang [1 ]
Xu, Hong-Xia [1 ]
Liang, Han-Ying [2 ]
机构
[1] Anhui Polytech Univ, Sch Math & Phys, Wuhu 241000, Peoples R China
[2] Tongji Univ, Dept Math, Shanghai 200092, Peoples R China
来源
ELECTRONIC JOURNAL OF STATISTICS | 2012年 / 6卷
基金
中国国家自然科学基金;
关键词
Time-varying coefficient model; errors-in-variables model; empirical likelihood; confidence region; alpha-mixing; STATISTICAL-INFERENCE; CONFIDENCE REGION; LINEAR-MODELS; PARAMETER;
D O I
10.1214/12-EJS701
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 paper, the empirical likelihood inferences for partially time-varying coefficient errors-in-variables model with dependent observations are investigated. We propose an empirical log-likelihood ratio function for the regression parameters and show that its limiting distribution is a mixture of central chisquared distributions. In order that the Wilks phenomenon holds, we construct an adjusted empirical log-likelihood ratio for the regression parameters. The adjusted empirical log-likelihood is shown to have a standard chisquared limiting distribution. Simulations show that the proposed confidence regions have satisfactory performance.
引用
收藏
页码:1040 / 1058
页数:19
相关论文
共 50 条
  • [1] Statistical inference for partially time-varying coefficient errors-in-variables models
    Fan, Guo-Liang
    Liang, Han-Ying
    Wang, Jiang-Feng
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2013, 143 (03) : 505 - 519
  • [2] Empirical Likelihood for Semiparametric Varying-Coefficient Heteroscedastic Partially Linear Errors-in-Variables Models
    Fan, Guo-Liang
    Huang, Zhen-Sheng
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2013, 42 (13) : 2437 - 2450
  • [3] Empirical likelihood for partially time-varying coefficient models with dependent observations
    Fan, Guo-Liang
    Liang, Han-Ying
    Huang, Zhen-Sheng
    JOURNAL OF NONPARAMETRIC STATISTICS, 2012, 24 (01) : 71 - 84
  • [4] Estimation and inference for varying coefficient partially nonlinear errors-in-variables models
    Xiao, Yanting
    Chen, Zhanshou
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2018, 47 (07) : 2023 - 2039
  • [5] Empirical likelihood for semiparametric varying-coefficient partially linear errors-in-variables models
    Hu, Xuemei
    Wang, Zhizhong
    Zhao, Zhiwei
    STATISTICS & PROBABILITY LETTERS, 2009, 79 (08) : 1044 - 1052
  • [6] Jackknife empirical likelihood of error variance in partially linear varying-coefficient errors-in-variables models
    Liu, Ai-Ai
    Liang, Han-Ying
    STATISTICAL PAPERS, 2017, 58 (01) : 95 - 122
  • [7] Empirical likelihood for partially linear additive errors-in-variables models
    Wei, Chuanhua
    Luo, Yubo
    Wu, Xizhi
    STATISTICAL PAPERS, 2012, 53 (02) : 485 - 496
  • [8] Empirical likelihood for partially linear additive errors-in-variables models
    Chuanhua Wei
    Yubo Luo
    Xizhi Wu
    Statistical Papers, 2012, 53 : 485 - 496
  • [9] Empirical likelihood for heteroscedastic partially linear errors-in-variables model with α-mixing errors
    Fan, Guo-Liang
    Liang, Han-Ying
    Wang, Jiang-Feng
    STATISTICAL PAPERS, 2013, 54 (01) : 85 - 112
  • [10] Empirical likelihood of varying coefficient errors-in-variables models with longitudinal data
    Yang, Yiping
    Li, Gaorong
    Peng, Heng
    JOURNAL OF MULTIVARIATE ANALYSIS, 2014, 127 : 1 - 18