http://www.amazon.com/Nonnegative-Matrix-Tensor-Factorizations-Applications/dp/0470746661/ref=sr_1_1?ie=UTF8&qid=1457054968&sr=8-1&keywords=nonnegative+matrix+factorization
This book reads like a compilation of papers, not didactic at all.