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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, 07/2012, Volume 34, Issue 7, pp. 1299 - 1311
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 11/2019, pp. 1 - 1
Nonnegative matrix factorization (NMF) is a linear dimensionality technique for nonnegative data with applications such as image analysis, text mining, audio... 
Separability | Source separation | Algorithms | Computational modeling | Heuristic algorithms | Nonnegative matrix factorization | Data models | Matrix decomposition | Indexes | Hyperspectral imaging
Journal Article
ACM Transactions on Knowledge Discovery from Data (TKDD), ISSN 1556-4681, 06/2014, Volume 8, Issue 3, pp. 1 - 21
Nonnegative Matrix Factorization (NMF) has been one of the most widely used clustering techniques for exploratory data analysis. However, since each data point... 
manifold | nonnegative matrix factorization (NMF) | robust NMF | Clustering | Manifold | Robust NMF | Nonnegative matrix factorization (NMF) | COMPUTER SCIENCE, SOFTWARE ENGINEERING | DIMENSIONALITY REDUCTION | REPRESENTATION | COMPUTER SCIENCE, INFORMATION SYSTEMS | MODEL | MICROARRAY DATA | Manifolds | Errors | Data points | Constraints | Spectra | Factorization | Optimization
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 06/2012, Volume 60, Issue 6, pp. 2882 - 2898
Journal Article
IEEE Signal Processing Letters, ISSN 1070-9908, 01/2010, Volume 17, Issue 1, pp. 4 - 7
Journal Article
IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 11/2011, Volume 49, Issue 11, pp. 4287 - 4297
Journal Article
SIAM JOURNAL ON OPTIMIZATION, ISSN 1052-6234, 2009, Volume 20, Issue 3, pp. 1364 - 1377
Nonnegative matrix factorization (NMF) has become a prominent technique for the analysis of image databases, text databases, and other information retrieval... 
feature detection | complexity | MATHEMATICS, APPLIED | NP-hard | data mining | nonnegative rank | nonnegative matrix factorization | Studies | Mathematical problems | Complexity theory | Data bases | Heuristic
Journal Article
IEEE Transactions on Circuits and Systems for Video Technology, ISSN 1051-8215, 03/2014, Volume 24, Issue 3, pp. 374 - 383
Journal Article
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, ISSN 0196-2892, 11/2011, Volume 49, Issue 11, pp. 4282 - 4297
Hyperspectral unmixing is a crucial preprocessing step for material classification and recognition. In the last decade, nonnegative matrix factorization (NMF)... 
QUANTIFICATION | ALGORITHM | IMAGING SCIENCE & PHOTOGRAPHIC TECHNOLOGY | nonnegative matrix factorization (NMF) | COMPONENT ANALYSIS | sparse coding | ENGINEERING, ELECTRICAL & ELECTRONIC | ENDMEMBER EXTRACTION | GEOCHEMISTRY & GEOPHYSICS | Hyperspectral unmixing | NONCONCAVE PENALIZED LIKELIHOOD | REMOTE SENSING | L-1/2 regularizer | SELECTION
Journal Article
Pattern Recognition, ISSN 0031-3203, 10/2013, Volume 46, Issue 10, pp. 2840 - 2847
Non-negative matrix factorization (NMF) has been widely used as a data representation method based on components. To overcome the disadvantage of NMF in... 
Data representation | Graph Laplacian | Nonnegative matrix factorization | Ensemble manifold regularization | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Algorithms | Alzheimer's disease | Analysis | Amyloid beta-protein | Manifolds | Tasks | Searching | Graphs | Mathematical models | Representations | Factorization
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 01/2010, Volume 32, Issue 1, pp. 45 - 55
Journal Article
IEEE Transactions on Neural Networks and Learning Systems, ISSN 2162-237X, 07/2012, Volume 23, Issue 7, pp. 1087 - 1099
Journal Article
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