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ACM Transactions on Intelligent Systems and Technology (TIST), ISSN 2157-6904, 05/2012, Volume 3, Issue 3, pp. 1 - 22
Journal Article
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
2008, Linear operators and linear systems, ISBN 3764382678, Volume 178., xii, 409
Book
IEEE Transactions on Image Processing, ISSN 1057-7149, 11/2015, Volume 24, Issue 11, pp. 3488 - 3497
Journal Article
Computer, ISSN 0018-9162, 08/2009, Volume 42, Issue 8, pp. 30 - 37
Journal Article
IEEE Transactions on Circuits and Systems for Video Technology, ISSN 1051-8215, 07/2017, Volume 27, Issue 7, pp. 1392 - 1405
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 09/2017, Volume 28, Issue 9, pp. 2129 - 2142
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 01/2015, Volume 37, Issue 1, pp. 41 - 53
Journal Article
Mathematics and Computers in Simulation, ISSN 0378-4754, 03/2018, Volume 145, pp. 50 - 61
This study proposes a new preconditioning strategy for symmetric positive (semi-)definite SP(S)D matrices referred to as incomplete factorization by local... 
Local exact factorization | Preconditioned Krylov subspace methods | Incomplete LU factorization | Domain decomposition | LINEAR-SYSTEMS | INDEFINITE | COMPUTER SCIENCE, SOFTWARE ENGINEERING | MATRIX | MATHEMATICS, APPLIED | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | H(DIV) | Algorithms | Permeability
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 07/2012, Volume 34, Issue 7, pp. 1299 - 1311
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 03/2019, Volume 67, Issue 5, pp. 1223 - 1236
We consider the problem of forecasting a high-dimensional time series that can be modeled as matrices where each column denotes a measurement and use low-rank... 
embeddings | matrix factorization | estimation theory | Time series analysis | Predictive models | time series | State-space methods | Matrix decomposition | Sparse matrices | Kalman filters | Forecasting | Online learning | forecasting | SPARSE | ROBUST PCA | ENGINEERING, ELECTRICAL & ELECTRONIC | Autoregressive models | Factorization
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 10/2018, Volume 40, Issue 10, pp. 2388 - 2401
Journal Article
Pattern Recognition Letters, ISSN 0167-8655, 03/2018, Volume 104, pp. 1 - 7
Nonnegative matrix factorization (NMF) is a powerful tool for data mining. However, the emergence of ‘big data’ has severely challenged our ability to compute... 
Randomized algorithm | Dimension reduction | NMF | DECOMPOSITIONS | APPROXIMATION | RECOGNITION | TENSOR FACTORIZATIONS | ALGORITHMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 03/2006, Volume 28, Issue 3, pp. 403 - 415
We propose a novel nonnegative matrix factorization model that aims at finding localized, part-based, representations of nonnegative multivariate data items.... 
mining methods and algorithms | pattern analysis | datamining | Independent component analysis | Encoding | Vectors | Matrix decomposition | Sparse matrices | Data mining | Design optimization | Constraint optimization | Index Terms- nonnegative matrix factorization | sparse | Feature extraction | Cost function | structured | constrained optimization | feature extraction or construction | and very large systems | Nonnegative matrix factorization | Mining methods and algorithms | And very large systems | Feature extraction or construction | Datamining | Sparse | Structured | Pattern analysis | Constrained optimization | LOCALIZATION | PARTS | EEG | nonnegative matrix factorization | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | MICROARRAY DATA | BRAIN | Algorithms | Artificial Intelligence | Computer Simulation | Humans | Image Interpretation, Computer-Assisted - methods | Sensitivity and Specificity | Diagnosis, Computer-Assisted - methods | Face - anatomy & histology | Software | Electroencephalography - methods | Pattern Recognition, Automated - methods | Pattern recognition | Multivariate analysis | Object recognition (Computers) | Analysis | Methods | Studies | Mathematical analysis | Mathematical models | Representations | Vectors (mathematics) | Factorization | Optimization
Journal Article
Journal Article