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2009, 1. Aufl., ISBN 9780470746660, xxi, 477
This book provides a broad survey of models and efficient algorithms for Nonnegative Matrix Factorization (NMF). This includes NMF’s various extensions and... 
Computer algorithms | Data mining | Data structures (Computer science) | Machine learning
Book
Neural computation, ISSN 1530-888X, 2013, Volume 25, Issue 1, pp. 186 - 220
Recently there has been great interest in sparse representations of signals under the assumption that signals (data sets) can be well approximated by a linear... 
Neurosciences | Life Sciences & Biomedicine | Technology | Computer Science | Computer Science, Artificial Intelligence | Neurosciences & Neurology | Science & Technology | Signal Processing, Computer-Assisted | Linear Models | Data Compression - methods | Algorithms | Information Theory | Computer Simulation | Index Medicus
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IEEE Transactions on Signal Processing, ISSN 1053-587X, 03/2017, Volume 65, Issue 5, pp. 1196 - 1206
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SIAM journal on matrix analysis and applications, ISSN 0895-4798, 2016, Volume 37, Issue 2, pp. 598 - 623
We propose a new method for low-rank approximation of Moore-Penrose pseudoinverses of large-scale matrices using tensor networks. The computed pseudoinverses... 
Matrix product operators | Curse of dimensionality | Density matrix renormalization group | Low-rank tensor approximation | Matrix product states | Alternating least squares | Preconditioning | Solving of huge system of linear equations | Physical Sciences | Mathematics | Mathematics, Applied | Science & Technology
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Multidimensional systems and signal processing, ISSN 1573-0824, 03/2017, Volume 29, Issue 3, pp. 921 - 960
Journal Article