PCA for classificatin problem.

Thiru
Thiru New Altair Community Member
edited November 5 in Community Q&A
dear all,

1. can we use PCA as dimens. reduction/feature selection  technique for classification problem?  If it is yes, how
to use both numeric feature and polynomial label  in data set or PCA operator? (PCA operator accepts only numeric data)

2.  If we cant use PCA for classification problem, how to do feature selection/dimensionality reduction for classification
problem using supervised algorithm. 

thanks.

regds
thiru

Answers

  • BalazsBarany
    BalazsBarany New Altair Community Member
    Hi @Thiru,

    if the label is set correctly (Set Role operator), PCA will ignore the polynominal label. If you have other nominal attributes, you'll need an operator like Nominal to Numerical to recode it to numbers.

    So you can easily use PCA in this situation.

    Regards,

    Balázs