Invited Commentary: Exploratory Graph Analysis in Context

Detalhes bibliográficos
Autor(a) principal: Golino, Hudson
Data de Publicação: 2022
Outros Autores: Christensen, Alexander P., Garrido, Luis Eduardo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Psicologia (Universidade Presbiteriana Mackenzie. Online)
Texto Completo: http://editorarevistas.mackenzie.br/index.php/ptp/article/view/15531
Resumo: The current paper presents the network psychometric framework for dimensionality and item analysis termed exploratory graph analysis (EGA). It starts by briefly contextualizing the field of network psychometrics and the early work from the 50’s and 60’s. Then it provides a brief overview of exploratory graph analysis and other recent developments, such as the network loadings (a metric akin to factor loadings), total entropy fit index (verification of dimensionality fit), dynamic EGA, bootstrap EGA for dimensionality and item stability, random intercepts EGA (handling wording effects), and hierarchical EGA to estimate high-order structures (e.g., generalized bifactor models). The goal of the paper is to present the reader with a list of contextualized references.
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spelling Invited Commentary: Exploratory Graph Analysis in ContextPsychometricsNetwork ScienceQuantitative PsychologyExploratory Graph AnalysisPsicometríaCiencia de RedesPsicología CuantitativaAnálisis Gráfico ExploratorioPsicometriaCiência de RedesPsicologia QuantitativaAnálise de Grafos ExploratóriaThe current paper presents the network psychometric framework for dimensionality and item analysis termed exploratory graph analysis (EGA). It starts by briefly contextualizing the field of network psychometrics and the early work from the 50’s and 60’s. Then it provides a brief overview of exploratory graph analysis and other recent developments, such as the network loadings (a metric akin to factor loadings), total entropy fit index (verification of dimensionality fit), dynamic EGA, bootstrap EGA for dimensionality and item stability, random intercepts EGA (handling wording effects), and hierarchical EGA to estimate high-order structures (e.g., generalized bifactor models). The goal of the paper is to present the reader with a list of contextualized references.Este artículo presenta el marco psicométrico de redes para el análisis de dimensionalidad y de ítems denominado análisis gráfico exploratorio (EGA). Comienza contextualizando brevemente el campo de la psicometría de redes y los primeros trabajos de los años 50 y 60. A continuación, se ofrece una breve visión general del análisis gráfico exploratorio y otros desarrollos recientes, como las cargas de red (una métrica similar a las cargas factoriales), el índice de ajuste de entropía total (verificación del ajuste de la dimensionalidad), el EGA dinámico, el EGA bootstrap para la dimensionalidad y la estabilidad de los ítems, el EGA de interceptos aleatorios (manejo de los sesgos de respuesta) y el EGA jerárquico para estimar estructuras de orden superior (por ejemplo, modelos bifactoriales generalizados). El objetivo del artículo es presentar al lector una lista de referencias contextualizadas.O presente artigo apresenta a abordagem de redes psicometricas para a análise de dimensionalidade e de itens denominado de Exploratory Graph Analysis (EGA). O artigo inicia contextualizando o campo de análise de redes com trabalhos publicados na decada de 50 e 60. Depois, o artigo brevemente apresenta a abordagem do EGA e outros desenvolvimentos recentes como as cargas de redes (semelhante a cargas fatoriais da analise fatorial), o indice de ajuste de entropia total (para verificar o ajuste da dimensionalidade aos dados), o EGA dinâmico, o bootstrap EGA para analise de estabilidade das dimensoes e dos itens, o EGA de interceptos aleatorios (que lida com wording effects), e o EGA hierárquico para estimar estruturas de alta-ordem (e.g., modelos bifatoriais generalizados). O objetivo do artigo e apresentar ao leitor um conjunto de referencias contextualizadas na area.Editora Mackenzie2022-08-26info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://editorarevistas.mackenzie.br/index.php/ptp/article/view/1553110.5935/1980-6906/ePTPIC15531.enJournal Psychology: Theory and Practice ; Vol. 24 No. 3 (2022); ePTPPA14197Revista Psicologia: Teoría y Práctica; Vol. 24 Núm. 3 (2022); ePTPPA14197Revista Psicologia: Teoria e Prática; v. 24 n. 3 (2022); ePTPPA141971980-69061516-3687reponame:Psicologia (Universidade Presbiteriana Mackenzie. Online)instname:Universidade Presbiteriana Mackenzie (UPM)instacron:UPMenghttp://editorarevistas.mackenzie.br/index.php/ptp/article/view/15531/11531Copyright (c) 2022 Hudson Golino, Alexander P. Christensen, Luis Eduardo Garridoinfo:eu-repo/semantics/openAccessGolino, HudsonChristensen, Alexander P.Garrido, Luis Eduardo2022-11-07T20:38:11Zoai:ojs.editorarevistas.mackenzie.br:article/15531Revistahttp://editorarevistas.mackenzie.br/index.php/ptp/indexPRIhttp://editorarevistas.mackenzie.br/index.php/ptp/oairevistapsico@mackenzie.br1980-69061516-3687opendoar:2023-01-12T16:40:08.956205Psicologia (Universidade Presbiteriana Mackenzie. Online) - Universidade Presbiteriana Mackenzie (UPM)false
dc.title.none.fl_str_mv Invited Commentary: Exploratory Graph Analysis in Context
title Invited Commentary: Exploratory Graph Analysis in Context
spellingShingle Invited Commentary: Exploratory Graph Analysis in Context
Golino, Hudson
Psychometrics
Network Science
Quantitative Psychology
Exploratory Graph Analysis
Psicometría
Ciencia de Redes
Psicología Cuantitativa
Análisis Gráfico Exploratorio
Psicometria
Ciência de Redes
Psicologia Quantitativa
Análise de Grafos Exploratória
title_short Invited Commentary: Exploratory Graph Analysis in Context
title_full Invited Commentary: Exploratory Graph Analysis in Context
title_fullStr Invited Commentary: Exploratory Graph Analysis in Context
title_full_unstemmed Invited Commentary: Exploratory Graph Analysis in Context
title_sort Invited Commentary: Exploratory Graph Analysis in Context
author Golino, Hudson
author_facet Golino, Hudson
Christensen, Alexander P.
Garrido, Luis Eduardo
author_role author
author2 Christensen, Alexander P.
Garrido, Luis Eduardo
author2_role author
author
dc.contributor.author.fl_str_mv Golino, Hudson
Christensen, Alexander P.
Garrido, Luis Eduardo
dc.subject.por.fl_str_mv Psychometrics
Network Science
Quantitative Psychology
Exploratory Graph Analysis
Psicometría
Ciencia de Redes
Psicología Cuantitativa
Análisis Gráfico Exploratorio
Psicometria
Ciência de Redes
Psicologia Quantitativa
Análise de Grafos Exploratória
topic Psychometrics
Network Science
Quantitative Psychology
Exploratory Graph Analysis
Psicometría
Ciencia de Redes
Psicología Cuantitativa
Análisis Gráfico Exploratorio
Psicometria
Ciência de Redes
Psicologia Quantitativa
Análise de Grafos Exploratória
description The current paper presents the network psychometric framework for dimensionality and item analysis termed exploratory graph analysis (EGA). It starts by briefly contextualizing the field of network psychometrics and the early work from the 50’s and 60’s. Then it provides a brief overview of exploratory graph analysis and other recent developments, such as the network loadings (a metric akin to factor loadings), total entropy fit index (verification of dimensionality fit), dynamic EGA, bootstrap EGA for dimensionality and item stability, random intercepts EGA (handling wording effects), and hierarchical EGA to estimate high-order structures (e.g., generalized bifactor models). The goal of the paper is to present the reader with a list of contextualized references.
publishDate 2022
dc.date.none.fl_str_mv 2022-08-26
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://editorarevistas.mackenzie.br/index.php/ptp/article/view/15531
10.5935/1980-6906/ePTPIC15531.en
url http://editorarevistas.mackenzie.br/index.php/ptp/article/view/15531
identifier_str_mv 10.5935/1980-6906/ePTPIC15531.en
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv http://editorarevistas.mackenzie.br/index.php/ptp/article/view/15531/11531
dc.rights.driver.fl_str_mv Copyright (c) 2022 Hudson Golino, Alexander P. Christensen, Luis Eduardo Garrido
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2022 Hudson Golino, Alexander P. Christensen, Luis Eduardo Garrido
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Editora Mackenzie
publisher.none.fl_str_mv Editora Mackenzie
dc.source.none.fl_str_mv Journal Psychology: Theory and Practice ; Vol. 24 No. 3 (2022); ePTPPA14197
Revista Psicologia: Teoría y Práctica; Vol. 24 Núm. 3 (2022); ePTPPA14197
Revista Psicologia: Teoria e Prática; v. 24 n. 3 (2022); ePTPPA14197
1980-6906
1516-3687
reponame:Psicologia (Universidade Presbiteriana Mackenzie. Online)
instname:Universidade Presbiteriana Mackenzie (UPM)
instacron:UPM
instname_str Universidade Presbiteriana Mackenzie (UPM)
instacron_str UPM
institution UPM
reponame_str Psicologia (Universidade Presbiteriana Mackenzie. Online)
collection Psicologia (Universidade Presbiteriana Mackenzie. Online)
repository.name.fl_str_mv Psicologia (Universidade Presbiteriana Mackenzie. Online) - Universidade Presbiteriana Mackenzie (UPM)
repository.mail.fl_str_mv revistapsico@mackenzie.br
_version_ 1797051381407809536

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