Repositorio UFRO · Omeka S

Comparing multiple factor analysis and related metric scaling

Primer Autor	Cuadras, Caries M.
Co-autores	Salvo-Garrido, Sonia
Título	Comparing multiple factor analysis and related metric scaling
Editorial	TAYLOR & FRANCIS INC
Revista	COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION
Lenguaje	en
Resumen	Some statistical models, quite different in the symbolic mathematical sense, may provide similar results. After commenting two probability examples, we comment and compare multiple factor analysis (MFA) with related metric scaling (RMDS), two multivariate procedures dealing with mixed data. Each data set can be quantitative, binary, qualitative or nominal, and has been observed on the same individuals but coming from several sources. Then MFA and RMDS are two approaches for representing the individuals. We study the analogies and differences between both methodologies to guide users interested in performing multidimensional representations of mixed-type data. Though in general MFA and RMDS provide similar results, we prove that RMDS takes into account the association between the different sets of variables, providing, in some cases, better and more coherent representations. We also propose a parametric RMDS which includes MFA as a particular case. Article in memory of John C. Gower (1930-2019).
Fecha Publicación	2022
Tipo de Recurso	artículo original
Derecho de Acceso	Registro bibliográfico
doi	10.1080/03610918.2019.1694949
Formato Recurso	PDF
Palabras Claves	Mixed data Multi-dimensional scaling Multiple factor analysis Related metric scaling Statistical distances
Ubicación del archivo	http://dx.doi.org/10.1080/03610918.2019.1694949
Categoría OCDE	Matemáticas Estadísticas y Probabilidades
Materias	Datos mixtos Escalamiento multidimensional Análisis factorial múltiple Escalado de métricas relacionadas Distancias estadísticas
Página de inicio (Recomendado-único)	2343.0
Página final (Recomendado-único)	2362
Identificador del recurso (Mandatado-único)	artículo original
Versión del recurso (Recomendado-único)	versión publicada
Derechos de acceso	metadata
Access Rights	metadata
versión publicada	Versión publicada
Id de Web of Science	WOS:000499160700001
ISSN	0361-0918
Tipo de ruta	hibrido
Categoría WOS	Matemáticas
Referencia del Financiador (Mandatado si es aplicable-repetible)	ANID FONDECYT 1160429 MCIU/AEI/FEDER RTI2018-095518-B-C22