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Could anyone point me to detailed literature about "Partial Least Squares Discriminant Analysis"? Intuition, methodology and examples..

Thanks,

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I liked the following introductions to Partial LS Discriminant Analysis:

 Partial Least Squares for Discrimination

A Beginner’s Guide to Partial Least Squares Analysis

Here some references to examples:

XLStat Spreadsheet (you may need to install the trial to run the full analysis in Excel)

R Package plsDA {DiscriMiner}

R Package Muma

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In addition to the references already given by Matt I would recommend the following presentation which gives a good overview of the big picture, intuition and some mathematical background:

http://zoo.cs.yale.edu/classes/cs445/slides/Pfizer_Yale_Version.ppt

See esp. pages 71ff. and 206ff.

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  • $\begingroup$ @Downvoter: It is customary here to give a reason for the downvote and perhaps a hint how to improve the answer - Thank you :-) $\endgroup$ – vonjd Aug 21 '13 at 13:48

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