Cargando…
A General Theorem and Proof for the Identification of Composed CFA Models
In this article, we present a general theorem and proof for the global identification of composed CFA models. They consist of identified submodels that are related only through covariances between their respective latent factors. Composed CFA models are frequently used in the analysis of multimethod...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10656336/ https://www.ncbi.nlm.nih.gov/pubmed/37726538 http://dx.doi.org/10.1007/s11336-023-09933-6 |
_version_ | 1785136991601426432 |
---|---|
author | Bee, R. Maximilian Koch, Tobias Eid, Michael |
author_facet | Bee, R. Maximilian Koch, Tobias Eid, Michael |
author_sort | Bee, R. Maximilian |
collection | PubMed |
description | In this article, we present a general theorem and proof for the global identification of composed CFA models. They consist of identified submodels that are related only through covariances between their respective latent factors. Composed CFA models are frequently used in the analysis of multimethod data, longitudinal data, or multidimensional psychometric data. Firstly, our theorem enables researchers to reduce the problem of identifying the composed model to the problem of identifying the submodels and verifying the conditions given by our theorem. Secondly, we show that composed CFA models are globally identified if the primary models are reduced models such as the CT-C[Formula: see text] model or similar types of models. In contrast, composed CFA models that include non-reduced primary models can be globally underidentified for certain types of cross-model covariance assumptions. We discuss necessary and sufficient conditions for the global identification of arbitrary composed CFA models and provide a Python code to check the identification status for an illustrative example. The code we provide can be easily adapted to more complex models. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11336-023-09933-6. |
format | Online Article Text |
id | pubmed-10656336 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-106563362023-09-19 A General Theorem and Proof for the Identification of Composed CFA Models Bee, R. Maximilian Koch, Tobias Eid, Michael Psychometrika Theory and Methods In this article, we present a general theorem and proof for the global identification of composed CFA models. They consist of identified submodels that are related only through covariances between their respective latent factors. Composed CFA models are frequently used in the analysis of multimethod data, longitudinal data, or multidimensional psychometric data. Firstly, our theorem enables researchers to reduce the problem of identifying the composed model to the problem of identifying the submodels and verifying the conditions given by our theorem. Secondly, we show that composed CFA models are globally identified if the primary models are reduced models such as the CT-C[Formula: see text] model or similar types of models. In contrast, composed CFA models that include non-reduced primary models can be globally underidentified for certain types of cross-model covariance assumptions. We discuss necessary and sufficient conditions for the global identification of arbitrary composed CFA models and provide a Python code to check the identification status for an illustrative example. The code we provide can be easily adapted to more complex models. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11336-023-09933-6. Springer US 2023-09-19 2023 /pmc/articles/PMC10656336/ /pubmed/37726538 http://dx.doi.org/10.1007/s11336-023-09933-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Theory and Methods Bee, R. Maximilian Koch, Tobias Eid, Michael A General Theorem and Proof for the Identification of Composed CFA Models |
title | A General Theorem and Proof for the Identification of Composed CFA Models |
title_full | A General Theorem and Proof for the Identification of Composed CFA Models |
title_fullStr | A General Theorem and Proof for the Identification of Composed CFA Models |
title_full_unstemmed | A General Theorem and Proof for the Identification of Composed CFA Models |
title_short | A General Theorem and Proof for the Identification of Composed CFA Models |
title_sort | general theorem and proof for the identification of composed cfa models |
topic | Theory and Methods |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10656336/ https://www.ncbi.nlm.nih.gov/pubmed/37726538 http://dx.doi.org/10.1007/s11336-023-09933-6 |
work_keys_str_mv | AT beermaximilian ageneraltheoremandprooffortheidentificationofcomposedcfamodels AT kochtobias ageneraltheoremandprooffortheidentificationofcomposedcfamodels AT eidmichael ageneraltheoremandprooffortheidentificationofcomposedcfamodels AT beermaximilian generaltheoremandprooffortheidentificationofcomposedcfamodels AT kochtobias generaltheoremandprooffortheidentificationofcomposedcfamodels AT eidmichael generaltheoremandprooffortheidentificationofcomposedcfamodels |