Cargando…

Person-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tables

This book offers a comprehensible overview of the statistical approach called the person-centered method. Instead of analyzing means, variances and covariances of scale scores as in the common variable-centered approach, the person-centered approach analyzes persons or objects grouped according to t...

Descripción completa

Detalles Bibliográficos
Autor principal: Stemmler, Mark
Lenguaje:eng
Publicado: Springer 2020
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-49421-6
http://cds.cern.ch/record/2729464
_version_ 1780966405874647040
author Stemmler, Mark
author_facet Stemmler, Mark
author_sort Stemmler, Mark
collection CERN
description This book offers a comprehensible overview of the statistical approach called the person-centered method. Instead of analyzing means, variances and covariances of scale scores as in the common variable-centered approach, the person-centered approach analyzes persons or objects grouped according to their characteristic patterns or configurations in contingency tables. This second edition explores the relationship between two statistical methods: log-linear modeling (LLM) and configural frequency analysis (CFA). Both methods compare expected frequencies with observed frequencies. However, while LLM searches for the underlying dependencies of the involved variables in the data (model-fitting), CFA examines significant residuals in non-fitting models. New developments in the second edition include: Configural Mediation Models, CFA with covariates, moderator CFA, and CFA modeling branches in tree-based methods. The new developments enable the use of categorical together with continuous variables, which makes CFA a very powerful statistical tool. This new edition continues to utilize R-package confreq (derived from Configural Frequency Analysis), much updated since the first edition and newly adjusted to the new R base program 4.0. An electronic supplement is now available with 18 R-scripts and many datasets.
id cern-2729464
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2020
publisher Springer
record_format invenio
spelling cern-27294642021-04-21T18:05:11Zdoi:10.1007/978-3-030-49421-6http://cds.cern.ch/record/2729464engStemmler, MarkPerson-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tablesMathematical Physics and MathematicsThis book offers a comprehensible overview of the statistical approach called the person-centered method. Instead of analyzing means, variances and covariances of scale scores as in the common variable-centered approach, the person-centered approach analyzes persons or objects grouped according to their characteristic patterns or configurations in contingency tables. This second edition explores the relationship between two statistical methods: log-linear modeling (LLM) and configural frequency analysis (CFA). Both methods compare expected frequencies with observed frequencies. However, while LLM searches for the underlying dependencies of the involved variables in the data (model-fitting), CFA examines significant residuals in non-fitting models. New developments in the second edition include: Configural Mediation Models, CFA with covariates, moderator CFA, and CFA modeling branches in tree-based methods. The new developments enable the use of categorical together with continuous variables, which makes CFA a very powerful statistical tool. This new edition continues to utilize R-package confreq (derived from Configural Frequency Analysis), much updated since the first edition and newly adjusted to the new R base program 4.0. An electronic supplement is now available with 18 R-scripts and many datasets.Springeroai:cds.cern.ch:27294642020
spellingShingle Mathematical Physics and Mathematics
Stemmler, Mark
Person-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tables
title Person-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tables
title_full Person-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tables
title_fullStr Person-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tables
title_full_unstemmed Person-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tables
title_short Person-centered methods: configural frequency analysis (CFA) and other methods for the analysis of contingency tables
title_sort person-centered methods: configural frequency analysis (cfa) and other methods for the analysis of contingency tables
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-030-49421-6
http://cds.cern.ch/record/2729464
work_keys_str_mv AT stemmlermark personcenteredmethodsconfiguralfrequencyanalysiscfaandothermethodsfortheanalysisofcontingencytables