You might want to check out this lecture on SVD from Gilbert Strang's course on linear algebra, if want to get a good background on the development

http://ocw.mit.edu/OcwWeb/Mathematics/18-06Spring-2005/VideoLectures/detail/lecture29.htm

rao

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