Comparing multiple factor analysis and related metric scaling
Primer Autor |
Cuadras, Caries M.
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Co-autores |
Salvo-Garrido, Sonia
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Título |
Comparing multiple factor analysis and related metric scaling
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Editorial |
TAYLOR & FRANCIS INC
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Revista |
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION
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Lenguaje |
en
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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).
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Fecha Publicación |
2022
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Tipo de Recurso |
artículo original
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Derecho de Acceso |
Registro bibliográfico
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doi |
10.1080/03610918.2019.1694949
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Formato Recurso |
PDF
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Palabras Claves |
Mixed data
Multi-dimensional scaling
Multiple factor analysis
Related metric scaling
Statistical distances
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Ubicación del archivo | |
Categoría OCDE |
Matemáticas
Estadísticas y Probabilidades
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Materias |
Datos mixtos
Escalamiento multidimensional
Análisis factorial múltiple
Escalado de métricas relacionadas
Distancias estadísticas
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Página de inicio (Recomendado-único) |
2343.0
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Página final (Recomendado-único) |
2362
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Identificador del recurso (Mandatado-único) |
artículo original
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Versión del recurso (Recomendado-único) |
versión publicada
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Derechos de acceso |
metadata
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Access Rights |
metadata
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versión publicada | |
Id de Web of Science |
WOS:000499160700001
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ISSN |
0361-0918
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Tipo de ruta |
hibrido
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Categoría WOS |
Matemáticas
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Referencia del Financiador (Mandatado si es aplicable-repetible) |
ANID FONDECYT 1160429
MCIU/AEI/FEDER RTI2018-095518-B-C22
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