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Is there an intelligent variation of prinicipal component analysis

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Kartik on 23 Oct 2013
Edited: a on 23 Oct 2013
Well,i had a matrix of order 45*7. Each column represented a particular type of thermocouple. So i used principal component analysis to draw score plots and identify each of them using minimum distance rule.
My question was that i want to use intelligent techniques or some other intelligent algorithm to identify them. Is there an intelligent variation of principal component analysis that may be faster like ANN techniques or something which i can use to extend my work..

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