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Revitalizing the typological approach: Some methods for finding types

The purpose is to discuss and exemplify how a typological approach could be designed for studying phenomena believed to be best understood within a person-oriented theoretical framework. The focus is mainly restricted to the case of studying the typological structure of a sample at a single point in...

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Autores principales: Bergman, Lars R., Vargha, András, Kövi, Zsuzsanna
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Scandinavian Society for Person-Oriented Research 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7869617/
https://www.ncbi.nlm.nih.gov/pubmed/33569123
http://dx.doi.org/10.17505/jpor.2017.04
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author Bergman, Lars R.
Vargha, András
Kövi, Zsuzsanna
author_facet Bergman, Lars R.
Vargha, András
Kövi, Zsuzsanna
author_sort Bergman, Lars R.
collection PubMed
description The purpose is to discuss and exemplify how a typological approach could be designed for studying phenomena believed to be best understood within a person-oriented theoretical framework. The focus is mainly restricted to the case of studying the typological structure of a sample at a single point in time, and restricted to analyzing variable profiles where each variable has a “negative” and “positive” endpoint. An artificial data set and an empirical data set were analyzed using two different methodological approaches, one more explorative (using LICUR, a cluster analysis-based procedure) and one more model-based (using the MCLUST procedure). For the artificial data set, the LICUR procedure was successful in finding the true classification structure but the MCLUST procedure performed surprisingly badly. For the empirical data set, both procedures produced rather similar solutions and they showed moderate validity. However, the LICUR solution appeared to be slightly superior. It was argued that applying a sound classification methodology and carefully validating the resulting classifications are extremely important, even more so in a developmental context. It was also argued that, in a number of situations, a more explorative approach could be more useful than a standard model-based one.
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spelling pubmed-78696172021-02-09 Revitalizing the typological approach: Some methods for finding types Bergman, Lars R. Vargha, András Kövi, Zsuzsanna J Pers Oriented Res Articles The purpose is to discuss and exemplify how a typological approach could be designed for studying phenomena believed to be best understood within a person-oriented theoretical framework. The focus is mainly restricted to the case of studying the typological structure of a sample at a single point in time, and restricted to analyzing variable profiles where each variable has a “negative” and “positive” endpoint. An artificial data set and an empirical data set were analyzed using two different methodological approaches, one more explorative (using LICUR, a cluster analysis-based procedure) and one more model-based (using the MCLUST procedure). For the artificial data set, the LICUR procedure was successful in finding the true classification structure but the MCLUST procedure performed surprisingly badly. For the empirical data set, both procedures produced rather similar solutions and they showed moderate validity. However, the LICUR solution appeared to be slightly superior. It was argued that applying a sound classification methodology and carefully validating the resulting classifications are extremely important, even more so in a developmental context. It was also argued that, in a number of situations, a more explorative approach could be more useful than a standard model-based one. Scandinavian Society for Person-Oriented Research 2017-11-01 /pmc/articles/PMC7869617/ /pubmed/33569123 http://dx.doi.org/10.17505/jpor.2017.04 Text en © Person-Oriented Research https://person-research.org/journal/ Authors of articles published in Journal for Person-Oriented Research retain the copyright of their articles and are free to reproduce and disseminate their work.
spellingShingle Articles
Bergman, Lars R.
Vargha, András
Kövi, Zsuzsanna
Revitalizing the typological approach: Some methods for finding types
title Revitalizing the typological approach: Some methods for finding types
title_full Revitalizing the typological approach: Some methods for finding types
title_fullStr Revitalizing the typological approach: Some methods for finding types
title_full_unstemmed Revitalizing the typological approach: Some methods for finding types
title_short Revitalizing the typological approach: Some methods for finding types
title_sort revitalizing the typological approach: some methods for finding types
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7869617/
https://www.ncbi.nlm.nih.gov/pubmed/33569123
http://dx.doi.org/10.17505/jpor.2017.04
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