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IEEE Transactions on Geoscience and Remote Sensing, ISSN 0196-2892, 11/2011, Volume 49, Issue 11, pp. 4287 - 4297
Journal Article
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP), ISSN 2329-9290, 07/2015, Volume 23, Issue 7, pp. 1233 - 1242
... or both. However, prior models can sometimes be difficult to obtain. In this paper, without any prior knowledge of speech and noise, sparse and low-rank nonnegative matrix factorization (NMF... 
blockwise/convolutional | matrix factorization | nonnegative | sparse and low-rank decomposition | speech enhancement | Dictionaries | Noise | Hidden Markov models | Speech enhancement | Blockwise/convolutional nonnegative matrix factorization | Speech | Spectrogram | SOURCE SEPARATION | ACOUSTICS | HMM | NONNEGATIVE MATRIX FACTORIZATION | ENGINEERING, ELECTRICAL & ELECTRONIC | Algorithms | Divergence | Spectrograms | Spectra | Factorization
Journal Article
ACM Transactions on Knowledge Discovery from Data (TKDD), ISSN 1556-4681, 06/2014, Volume 8, Issue 3, pp. 1 - 21
Journal Article
IEEE Transactions on Audio, Speech, and Language Processing, ISSN 1558-7916, 10/2013, Volume 21, Issue 10, pp. 2140 - 2151
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 03/2017, Volume 39, Issue 3, pp. 417 - 429
Journal Article
IEEE Signal Processing Letters, ISSN 1070-9908, 04/2015, Volume 22, Issue 4, pp. 450 - 454
Journal Article
Pattern recognition, ISSN 0031-3203, 2008, Volume 41, Issue 4, pp. 1350 - 1362
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 06/2012, Volume 60, Issue 6, pp. 2882 - 2898
Journal Article
Neural computation, ISSN 1530-888X, 2011, Volume 23, Issue 9, pp. 2421 - 2456
This letter describes algorithms for nonnegative matrix factorization (NMF) with the beta-divergence (beta-NMF... 
MULTIPLICATIVE UPDATE ALGORITHMS | SPACE RECONSTRUCTION ALGORITHM | ROBUST | NEUROSCIENCES | DISCOVERY | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Engineering Sciences | Signal and Image Processing | Computer Science
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 09/2017, Volume 65, Issue 18, pp. 4717 - 4731
... (both deterministic and probabilistic) on the relative error of nonnegative matrix factorization (NMF). The algorithm we propose first uses the geometric assumption to obtain an exact clustering of the columns of the data matrix... 
Algorithm design and analysis | relative error bound | Nonnegative matrix factorization | clusterability | model selection | Matrix decomposition | Radio frequency | Upper bound | separability | Signal processing algorithms | Clustering algorithms | Approximation algorithms | initialization | SET | ALGORITHMS | ENGINEERING, ELECTRICAL & ELECTRONIC | Image processing | Research | Algorithms | Matrices (mathematics) | Upper bounds | Probability theory | Data sets | Probabilistic methods | Clustering | Factorization | Hyperspectral imaging
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 01/2014, Volume 62, Issue 1, pp. 211 - 224
Journal Article
Neurocomputing (Amsterdam), ISSN 0925-2312, 2019, Volume 331, pp. 150 - 164
.... In this study, we propose segmented convex-hull algorithms for estimating the extreme rays of the simplicial cone generated by observations in the near-separable and inconsistent non-negative matrix factorization (NMF... 
Convex-hull | Non-negative tensor factorization | Near-separable non-negative Factorizations | Non-negative matrix factorization | Spectral unmixing | Classification | SOURCE SEPARATION METHOD | REDUCTION | FASTMAP | NONNEGATIVE MATRIX-FACTORIZATION | MODEL | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Analysis | Algorithms | Machine learning
Journal Article
The Journal of supercomputing, ISSN 1573-0484, 2018, Volume 74, Issue 10, pp. 5601 - 5624
Journal Article