Local influence in linear mixed models

被引：185

作者：

Lesaffre, E ^{[1
]}

Verbeke, G ^{[1
]}

机构：

[1] Catholic Univ Louvain, Univ Hosp St Rafael, Biostat Ctr Clin Trials, B-3000 Louvain, Belgium

来源：

BIOMETRICS | 1998年 / 54卷 / 02期

关键词：

diagnostics; influential subjects; linear mixed model; longitudinal data;

D O I：

10.2307/3109764

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

The linear mixed model has become an important tool in modelling, partially due to the introduction of the SAS procedure MIXED, which made the method widely available to practising statisticians. Its growing popularity calls fur data-analytic methods to check the underlying assumptions and robustness. Here. the problem of detecting influential subjects in the context elf longitudinal data is considered, following the approach of local influence proposed by Cook (1986, journal of the Royal Statistical Society, Series B 48, 133-169). The diagnostics are illustrated on a prostate cancer data set.

引用

页码：570 / 582

页数：13

共 50 条

[1] Local influence for generalized linear mixed models
Zhu, HT
Lee, SY
[J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2003, 31 (03): : 293 - 309
[2] Local influence diagnostics for generalized linear mixed models with overdispersion
Rakhmawati, Trias Wahyuni
Molenberghs, Geert
Verbeke, Geert
Faes, Christel
[J]. JOURNAL OF APPLIED STATISTICS, 2017, 44 (04) : 620 - 641
[3] Assessing local cluster influence in generalized linear mixed models
Xiang, LM
Lee, AH
Tse, SK
[J]. JOURNAL OF APPLIED STATISTICS, 2003, 30 (04) : 349 - 359
[4] Perturbation Selection and Local Influence Analysis for Generalized Linear Mixed Models
Chen, Fei
Zhu, Hong-Tu
Song, Xin-Yuan
Lee, Sik-Yum
[J]. JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2010, 19 (04) : 826 - 842
[5] 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,
[6] Local Influence Analysis for Skew-Normal Linear Mixed Models
Montenegro, Lourdes C.
Lachos, Victor H.
Bolfarine, Heleno
[J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2009, 38 (04) : 484 - 496
[7] Local influence to detect influential data structures for generalized linear mixed models
Ouwens, MJNM
Tan, FES
Berger, MPF
[J]. BIOMETRICS, 2001, 57 (04) : 1166 - 1172
[8] Influence analysis in linear mixed models
Fei, Yu
Pan, Jianxin
[J]. INTELLIGENT CONTROL AND AUTOMATION, 2006, 344 : 921 - 926
[9] Local inference for functional linear mixed models
Pini, Alessia
Sorensen, Helle
Tolver, Anders
Vantini, Simone
[J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2023, 181
[10] On local influence for elliptical linear models
Shuangzhe Liu
[J]. Statistical Papers, 2000, 41 : 211 - 224

← 1 2 3 4 5 →