Nonnegative Matrix Factorization 1st Edition Nicolas Gillis

Nonnegative Matrix Factorization 1st Edition Nicolas Gillis – Ebook Instant Download/Delivery ISBN(s): 9781611976403,9781611976410,1611976405,1611976413

Product details:

• ISBN 10: 1611976405, 1611976413
• ISBN 13: 9781611976403,9781611976410
• Author :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 computational tool effectively and meaningfully.

Nonnegative Matrix Factorization is accessible to a wide audience and is ideal for anyone interested in the workings of NMF. It discusses some new results on the nonnegative rank and the identifiability of NMF and makes available MATLAB codes for readers to run the numerical examples presented in the book.

Table contents:

1. Introduction

2. Exact NMF

3. Nonnegative rank

4.  Identifiability

5.  NMF models

6. Computational complexity of NMF

7. Near-separable NMF

8.  Iterative algorithms for NMF

9.  Applications

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