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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
The present book deals with factorization problems for matrix and operator functions. The problems originate from, or are motivated by, the theory of... 
Matrices | Polynomials | Factorization of operators | Linear operators | Linear and Multilinear Algebras, Matrix Theory | Operator Theory | Mathematics
Book
IEEE Transactions on Image Processing, ISSN 1057-7149, 11/2015, Volume 24, Issue 11, pp. 3488 - 3497
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
Computer, ISSN 0018-9162, 08/2009, Volume 42, Issue 8, pp. 30 - 37
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
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 07/2012, Volume 34, Issue 7, pp. 1299 - 1311
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
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 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
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