Assessment of local influence in spatial elliptical linear measurement error models

被引:1
|
作者
Emami, Hadi [1 ]
Mosammam, Ali M. [1 ]
机构
[1] Univ Zanjan, Dept Stat, Zanjan 4537138111, Iran
关键词
Geostatistics; global influence; spatial variability; elliptical distribution; measurement error; INFLUENCE DIAGNOSTICS;
D O I
10.1080/03610926.2020.1793204
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, we consider estimation and inference procedures in spatial linear models when some of the covariates are measured with errors. It is assumed that the additive error distributed according to the law belonging to the class of elliptically contoured distributions. The development of the corrected score function with the family of elliptical distributions is the basis for derivation of the estimators. For sensitivity analysis, the local influence approach is used for assessing influence of small perturbations on the parameter estimates. A simulation study is presented illustrating the good performance of the proposed approach, including the robustness property for the heavier tail models. We further illustrate the proposed procedures by an application in a real dataset.
引用
收藏
页码:3285 / 3300
页数:16
相关论文
共 50 条
  • [1] Assessment of local influence in elliptical linear models with longitudinal structure
    Osorio, Felipe
    Paula, Gilberto A.
    Galea, Manuel
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 51 (09) : 4354 - 4368
  • [2] On local influence for elliptical linear models
    Liu, SZ
    [J]. STATISTICAL PAPERS, 2000, 41 (02) : 211 - 224
  • [3] On local influence for elliptical linear models
    Shuangzhe Liu
    [J]. Statistical Papers, 2000, 41 : 211 - 224
  • [4] Local influence assessment in heteroscedastic measurement error models
    de Castro, Mario
    Galea-Rojas, Manuel
    Bolfarine, Heleno
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2007, 52 (02) : 1132 - 1142
  • [5] Influence diagnostics in elliptical spatial linear models
    Fernanda De Bastiani
    Audrey Helen Mariz de Aquino Cysneiros
    Miguel Angel Uribe-Opazo
    Manuel Galea
    [J]. TEST, 2015, 24 : 322 - 340
  • [6] Influence diagnostics in elliptical spatial linear models
    De Bastiani, Fernanda
    Mariz de Aquino Cysneiros, Audrey Helen
    Uribe-Opazo, Miguel Angel
    Galea, Manuel
    [J]. TEST, 2015, 24 (02) : 322 - 340
  • [7] Local influence in elliptical linear regression models
    Galea, M
    Paula, GA
    Bolfarine, H
    [J]. STATISTICIAN, 1997, 46 (01): : 71 - 79
  • [8] Local influence in linear mixed measurement error models with ridge estimation
    Maksaei, Najmieh
    Rasekh, Abdolrahman
    Babadi, Babak
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2023,
  • [10] Elliptical linear mixed models with a covariate subject to measurement error
    Borssoi, Joelmir A.
    Paula, Gilberto A.
    Galea, Manuel
    [J]. STATISTICAL PAPERS, 2020, 61 (01) : 31 - 69