How do I interpret singular value decomposition (SVD) for visualization?

Lets say, I have decomposed a matrix (of terms and documents) svd = UXV where U and V are orthogonal matrices. I am not sure how I can interpret this in a scatter plot. Explanations provided in...

14 December 2013 9,521 4 View