From Spider-Man to Hero - Archetypal Analysis in R

Archetypal analysis has the aim to represent observations in a multivariate data setas convex combinations of extremal points. This approach was introduced by Cutler andBreiman (1994); they dened the concrete problem, laid out the theoretical foundationsand presented an algorithm written in Fortran....

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Veröffentlicht in:Journal of statistical software 2009-04, Vol.30 (8)
Hauptverfasser: Eugster, Manuel J. A., Leisch, Friedrich
Format: Artikel
Sprache:eng
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Zusammenfassung:Archetypal analysis has the aim to represent observations in a multivariate data setas convex combinations of extremal points. This approach was introduced by Cutler andBreiman (1994); they dened the concrete problem, laid out the theoretical foundationsand presented an algorithm written in Fortran. In this paper we present the R packagearchetypes which is available on the Comprehensive R Archive Network. The packageprovides an implementation of the archetypal analysis algorithm within R and dierentexploratory tools to analyze the algorithm during its execution and its nal result. Theapplication of the package is demonstrated on two examples.
ISSN:1548-7660
1548-7660
DOI:10.18637/jss.v030.i08