Just did that. (And added another section of comparison with Classify.)
UPDATE:
Actually, I did not explain the acronyms, just put links to them. It has been in my to-do list to make a post just explaining SVD and NNMF with simple 3D examples and more complicated higher dimensional examples. (I did a presentation like this at WRI in March, 2016.)
