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An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models
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 contr...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513159/ https://www.ncbi.nlm.nih.gov/pubmed/33265723 http://dx.doi.org/10.3390/e20090634 |
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author | Eshima, Nobuoki Tabata, Minoru Giovanni Borroni, Claudio |
author_facet | Eshima, Nobuoki Tabata, Minoru Giovanni Borroni, Claudio |
author_sort | Eshima, Nobuoki |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-7513159 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75131592020-11-09 An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models Eshima, Nobuoki Tabata, Minoru Giovanni Borroni, Claudio Entropy (Basel) Article 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. MDPI 2018-08-24 /pmc/articles/PMC7513159/ /pubmed/33265723 http://dx.doi.org/10.3390/e20090634 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Eshima, Nobuoki Tabata, Minoru Giovanni Borroni, Claudio An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models |
title | An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models |
title_full | An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models |
title_fullStr | An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models |
title_full_unstemmed | An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models |
title_short | An Entropy-Based Approach for Measuring Factor Contributions in Factor Analysis Models |
title_sort | entropy-based approach for measuring factor contributions in factor analysis models |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513159/ https://www.ncbi.nlm.nih.gov/pubmed/33265723 http://dx.doi.org/10.3390/e20090634 |
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