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Status已发表Published
TitleAn EM algorithm for fitting two-level structural equation models
Creator
Date Issued2004
Source PublicationPsychometrika
ISSN0033-3123
Volume69Issue:1Pages:101-122
Abstract

Maximum likelihood is an important approach to analysis of two-level structural equation models. Different algorithms for this purpose have been available in the literature. In this paper, we present a new formulation of two-level structural equation models and develop an EM algorithm for fitting this formulation. This new formulation covers a variety of two-level structural equation models. As a result, the proposed EM algorithm is widely applicable in practice. A practical example illustrates the performance of the EM algorithm and the maximum likelihood statistic.

KeywordChi-square statistic EM algorithm Maximum likelihood Mean and covariance structures Multivariate normal distribution Two-level structural equation models
DOI10.1007/BF02295842
Indexed BySCIE ; SSCI
Language英语English
WOS Research AreaMathematics ; Mathematical Methods In Social Sciences ; Psychology
WOS SubjectMathematics, Interdisciplinary Applications ; Social Sciences, Mathematical Methods ; Psychology, Mathematical
WOS IDWOS:000224190000006
Citation statistics
Cited Times:52[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/3359
CollectionResearch outside affiliated institution
Affiliation
1.University of New Haven, School of Business, United States
2.University of California, Los Angeles, CA, United States
3.Univ. of California, Los Angeles, Department of Psychology, Box 951563, Los Angeles, CA 90095-1563, United States
Recommended Citation
GB/T 7714		 Liang, Jiajuan,Bentler, Peter M. An EM algorithm for fitting two-level structural equation models[J]. Psychometrika, 2004, 69(1): 101-122.
APA Liang, Jiajuan, & Bentler, Peter M. (2004). An EM algorithm for fitting two-level structural equation models. Psychometrika, 69(1), 101-122.
MLA Liang, Jiajuan,et al."An EM algorithm for fitting two-level structural equation models". Psychometrika 69.1(2004): 101-122.
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