Nonnegative Matrix Factorization

by Nicolas Gillis

Nonnegative matrix factorization (NMF) in its modern form has become a standard tool in the analysis of high-dimensional data sets. This book provides a comprehensive and up-to-date account of the most important aspects of the NMF problem and is the first to detail its theoretical aspects, including geometric interpretation, nonnegative rank, complexity, and uniqueness. It explains why understanding these theoretical insights is key to using this...

• Format: Paperback
• Language: English
• ISBN: 1611976405
• ISBN13: 9781611976403
• Release Date: December 2020
• Publisher: Society for Industrial and Applied Mathematic
• Length: 350 Pages