Local influence analysis of nonlinear structural equation models

被引:34
|
作者
Lee, SY [1 ]
Tang, NS [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Stat, Shatin, Hong Kong, Peoples R China
关键词
Benchmark; conformal normal curvature; local influence; Metropolis-Hastings algorithm; Q-displacement function;
D O I
10.1007/BF02289856
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
By regarding the latent random vectors as hypothetical missing data and based on the conditional expectation of the complete-data log-likelihood function in the EM algorithm, we investigate assessment of local influence of various perturbation schemes in a nonlinear structural equation model. The basic building blocks of local influence analysis are computed via observations of the latent variables generated by the Metropolis-Hastings algorithm, while the diagnostic measures are obtained via the conformal normal curvature. Seven perturbation schemes, including some perturbation schemes on latent vectors, are investigated. The proposed procedure is illustrated by a simulation study and a real example.
引用
收藏
页码:573 / 592
页数:20
相关论文
共 50 条
  • [1] Local influence analysis of nonlinear structural equation models
    Sik-Yum Lee
    Nian-Sheng Tang
    [J]. Psychometrika, 2004, 69 : 573 - 592
  • [2] Local influence analysis for mixture of structural equation models
    Song, XY
    Lee, SY
    [J]. JOURNAL OF CLASSIFICATION, 2004, 21 (01) : 111 - 137
  • [3] Local Influence Analysis for Mixture of Structural Equation Models
    Xin-Yuan Song
    Sik-Yum Lee
    [J]. Journal of Classification, 2004, 21 : 111 - 137
  • [4] Local Influence in Structural Equation Models
    Cadigan, N. G.
    [J]. STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 1995, 2 (01) : 13 - 30
  • [5] Local influence analysis of nonlinear structural equation models with nonignorable missing outcomes from reproductive dispersion models
    Fu, Ying-Zi
    Tang, Nian-Sheng
    Chen, Xing
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2009, 53 (10) : 3671 - 3684
  • [6] Assessing local influence for nonlinear structural equation models with ignorable missing data
    Lee, SY
    Lu, B
    Song, XY
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (05) : 1356 - 1377
  • [7] Perturbation Selection and Local Influence Analysis for Nonlinear Structural Equation Model
    Chen, Fei
    Zhu, Hong-Tu
    Lee, Sik-Yum
    [J]. PSYCHOMETRIKA, 2009, 74 (03) : 493 - 516
  • [8] Perturbation Selection and Local Influence Analysis for Nonlinear Structural Equation Model
    Fei Chen
    Hong-Tu Zhu
    Sik-Yum Lee
    [J]. Psychometrika, 2009, 74 : 493 - 516
  • [9] On analysis of nonlinear structural equation models
    Lee, SY
    Zhu, HT
    [J]. NEW DEVELOPMENTS IN PSYCHOMETRICS, 2003, : 133 - 140
  • [10] Local influence analysis of structural equation models with continuous and ordinal categorical variables
    Lee, SY
    Xu, L
    [J]. BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY, 2003, 56 : 249 - 270