Nonnegative Matrix and Tensor Factorizations: Applications to Exploratory Multi-Way Data Analysis and Blind Source Separation

by Anh Huy Phan, Andrzej Cichocki, Shun-Ichi Amari, et al.

Book Overview

This book provides a broad survey of models and efficient algorithms for Nonnegative Matrix Factorization (NMF). This includes NMF's various extensions and modifications, especially Nonnegative Tensor Factorizations (NTF) and Nonnegative Tucker Decompositions (NTD). NMF/NTF and their extensions are increasingly used as tools in signal and image processing, and data analysis, having garnered interest due to their capability to provide new insights...

• Format: Hardcover
• Language: English
• ISBN: 0470746661
• ISBN13: 9780470746660
• Release Date: October 2009
• Publisher: Wiley
• Length: 504 Pages
• Weight: 2.70 lbs.
• Dimensions: 1.2" x 6.9" x 9.8"