Comparison and integration of subspaces from a biplot perspective
When one has information about a set of individuals on several variables, in different groups or contexts, and multivariate analysis is applied to each group the following questions arise: which groups show a similar response? how do the groups differ? how do the individuals differ in their response...
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Published in | Journal of statistical planning and inference Vol. 102; no. 2; pp. 411 - 423 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Lausanne
Elsevier B.V
01.04.2002
New York,NY Elsevier Science Amsterdam |
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Abstract | When one has information about a set of individuals on several variables, in different groups or contexts, and multivariate analysis is applied to each group the following questions arise: which groups show a similar response? how do the groups differ? how do the individuals differ in their responses in the different groups? These issues have led us to address a very interesting question in the practical context; the comparison and integration of the structures resulting from several multivariate analyses. Here we propose a method for the comparison and integration of the results arising from two Biplot analyses applied to the same variables in two different groups of individuals. By extension, we also develop the case of more than two Biplot analyses. Emphasis is placed on the underlying geometry and the interpretation of results, for which we offer indices that allow us to study the integrated structures and perform comparative analyses. |
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AbstractList | When one has information about a set of individuals on several variables, in different groups or contexts, and multivariate analysis is applied to each group the following questions arise: which groups show a similar response? how do the groups differ? how do the individuals differ in their responses in the different groups? These issues have led us to address a very interesting question in the practical context; the comparison and integration of the structures resulting from several multivariate analyses. Here we propose a method for the comparison and integration of the results arising from two Biplot analyses applied to the same variables in two different groups of individuals. By extension, we also develop the case of more than two Biplot analyses. Emphasis is placed on the underlying geometry and the interpretation of results, for which we offer indices that allow us to study the integrated structures and perform comparative analyses. |
Author | Martı́n-Rodrı́guez, Jesús Galindo-Villardón, M a Purificación Vicente-Villardón, José L. |
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Cites_doi | 10.1093/biomet/58.3.453 10.1007/BF02289455 10.1080/01621459.1979.10481674 10.1007/BF02291266 10.1007/BF02291478 10.2307/1268161 10.1002/sim.4780090502 |
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Keywords | Eigenvalue Biplot method 62H99 Consensus subspace Eigenvector Multivariate analysis |
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SubjectTerms | Biplot method Consensus subspace Eigenvalue Eigenvector Exact sciences and technology Mathematics Multivariate analysis Probability and statistics Sciences and techniques of general use Statistics |
Title | Comparison and integration of subspaces from a biplot perspective |
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