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January 1, 2000Journal of Chemometrics112 citations

Construction and analysis of degenerate PARAFAC models

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PPPentti Paatero

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Abstract

A mathematical framework is presented for constructing degenerate CANDECOMP/PARAFAC models. It is possible to construct degenerate arrays which can be approximated by two-factor models to arbitrary precision but which do not possess an exact two-factor representation. Equivalence of different degenerate presentations is demonstrated. By using this model, tasks are constructed where the straight path from the specified starting point to the best-fit solution will pass through a degenerate area. Swamp behavior is observed when such tasks are solved by various algorithms. Copyright © 2000 John Wiley & Sons, Ltd.

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Pentti Paatero (2000) studied this question.

synapsesocial.com/papers/6a11d83ff12454ca8d21a1edhttps://doi.org/10.1002/1099-128x(200005/06)14:3<285::aid-cem584>3.0.co;2-1
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