An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models

被引:1
|
作者
Eshima, Nobuoki [1 ]
Tabata, Minoru [2 ]
Borroni, Claudio Giovanni [3 ]
机构
[1] Kyoto Univ, Ctr Educ Outreach & Admiss, Kyoto 6068501, Japan
[2] Osaka Prefecture Univ, Dept Math Sci, Osaka 5998532, Japan
[3] Univ Milano Bicocca, Dept Stat & Quantitat Methods, I-20126 Milan, Italy
关键词
entropy coefficient of determination; factor contribution; factor loading; path analysis;
D O I
10.3390/e20090634
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In factor analysis, factor contributions of latent variables are assessed conventionally by the sums of the squared factor loadings related to the variables. First, the present paper considers issues in the conventional method. Second, an alternative entropy-based approach for measuring factor contributions is proposed. The method measures the contribution of the common factor vector to the manifest variable vector and decomposes it into contributions of factors. A numerical example is also provided to demonstrate the present approach.
引用
收藏
页数:12
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