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  • 标题:Computational Identification of Confirmatory Factor Analysis Model with Simplimax Procedures
  • 本地全文:下载
  • 作者:Jingyu Cai ; Henk A. L. Kiers ; Kohei Adachi
  • 期刊名称:Open Journal of Statistics
  • 印刷版ISSN:2161-718X
  • 电子版ISSN:2161-7198
  • 出版年度:2021
  • 卷号:11
  • 期号:6
  • 页码:1044-1061
  • DOI:10.4236/ojs.2021.116062
  • 语种:English
  • 出版社:Scientific Research Publishing
  • 摘要:Confirmatory factor analysis (CFA) refers to the FA procedure with some loadings constrained to be zeros. A difficulty in CFA is that the constraint must be specified by users in a subjective manner. For dealing with this difficulty, we propose a computational method, in which the best CFA solution is obtained optimally without relying on users’ judgements. The method consists of the procedures at lower (L) and higher (H) levels: at the L level, for a fixed number of zero loadings, it is determined both which loadings are to be zeros and what values are to be given to the remaining nonzero parameters; at the H level, the procedure at the L level is performed over the different numbers of zero loadings, to provide the best solution. In the L level procedure, Kiers’ (1994) simplimax rotation fulfills a key role: the CFA solution under the constraint computationally specified by that rotation is used for initializing the parameters of a new FA procedure called simplimax FA. The task at the H level can be easily performed using information criteria. The usefulness of the proposed method is demonstrated numerically.
  • 关键词:Confirmatory Factor Analysis;Cardinality of Loadings;Simplimax Rotation
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