ARCHETYPAL ANALYSIS

Citation
A. Cutler et L. Breiman, ARCHETYPAL ANALYSIS, Technometrics, 36(4), 1994, pp. 338-347
Citations number
17
Categorie Soggetti
Statistic & Probability","Statistic & Probability
Journal title
ISSN journal
00401706
Volume
36
Issue
4
Year of publication
1994
Pages
338 - 347
Database
ISI
SICI code
0040-1706(1994)36:4<338:AA>2.0.ZU;2-S
Abstract
Archetypal analysis represents each individual in a data set as a mixt ure of individuals of pure type or archetypes. The archetypes themselv es are restricted to being mixtures of the individuals in the data set . Archetypes are selected by minimizing the squared error in represent ing each individual as a mixture of archetypes. The usefulness of arch etypal analysis is illustrated on several data sets. Computing the arc hetypes is a nonlinear least squares problem, which is solved using an alternating minimizing algorithm.