Archetypal Analysis

Archetypal analysis represents each individual in a data set as a mixture of individuals of pure type or archetypes. The archetypes themselves are restricted to being mixtures of the individuals in the data set. Archetypes are selected by minimizing the squared error in representing each individual...

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Veröffentlicht in:Technometrics 1994-11, Vol.36 (4), p.338-347
Hauptverfasser: Cutler, Adele, Breiman, Leo
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container_title Technometrics
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creator Cutler, Adele
Breiman, Leo
description Archetypal analysis represents each individual in a data set as a mixture of individuals of pure type or archetypes. The archetypes themselves are restricted to being mixtures of the individuals in the data set. Archetypes are selected by minimizing the squared error in representing each individual as a mixture of archetypes. The usefulness of archetypal analysis is illustrated on several data sets. Computing the archetypes is a nonlinear least squares problem, which is solved using an alternating minimizing algorithm.
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source JSTOR Mathematics & Statistics; Jstor Complete Legacy
subjects Archetypes
Convex hull
Datasets
Exact sciences and technology
Graphics
Least squares
Local minimum
Magnetic fields
Mathematical methods in physics
Mathematical minima
Mathematical vectors
Mathematics
Multivariate analysis
Nonlinear optimization
Ozone
Physics
Plasma temperature
Principal components
Probability and statistics
Probability theory, stochastic processes, and statistics
Sciences and techniques of general use
Statistics
Tokamak devices
title Archetypal Analysis
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