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A generalization of the principal component analysis.

A generalization of the principal component analysis
Authors: Kariya Takeaki; Otsu Tastuo; TAKAYUKI SAITO;

A generalization of the principal component analysis.

Abstract

A nonlinear generalization of the principal component analysis (PCA) is made under normality. It is shown that this generalized PCA problem leads to an eigenvalue problem for the Hadamard products of the correlation matrix. In the framework of the generalized PCA, the result is applied to the problem of finding square-integrable continuous transformations.

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Keywords

Eigenvalues, singular values, and eigenvectors, normality, Hadamard products of the correlation matrix, principal component analysis, eigenvalue problem, Factor analysis and principal components; correspondence analysis, square- integrable continuous transformations, nonlinear generalization

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
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