Throughmaximalizing the margin, we can obtainthe optimalprojectionvector, andavoid the smallsample sizeproblemdue to singularityof thewithin-class scatter.
How exactly is 1% a representative sample of anything???? That number is less than any reasonable margin of error for anything other than a MASSIVE sample size!