Non-negative matrix factorization (English Wikipedia)

Analysis of information sources in references of the Wikipedia article "Non-negative matrix factorization" in English language version.

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Yang Bao; et al. (2014). TopicMF: Simultaneously Exploiting Ratings and Reviews for Recommendation. AAAI.

aanda.org

Berné, O.; Joblin, C.; Deville, Y.; Smith, J. D.; Rapacioli, M.; Bernard, J. P.; Thomas, J.; Reach, W.; Abergel, A. (2007-07-01). "Analysis of the emission of very small dust particles from Spitzer spectro-imagery data using blind signal separation methods". Astronomy & Astrophysics. 469 (2): 575–586. arXiv:astro-ph/0703072. Bibcode:2007A&A...469..575B. doi:10.1051/0004-6361:20066282. ISSN 0004-6361.

acm.org

dl.acm.org

Fung, Yik-Hing; Li, Chun-Hung; Cheung, William K. (2 November 2007). Online Discussion Participation Prediction Using Non-negative Matrix Factorization. Wi-Iatw '07. IEEE Computer Society. pp. 284–287. ISBN 9780769530284 – via dl.acm.org.

portal.acm.org

Wei Xu; Xin Liu & Yihong Gong (2003). Document clustering based on non-negative matrix factorization. Proceedings of the 26th annual international ACM SIGIR conference on Research and development in information retrieval. New York: Association for Computing Machinery. pp. 267–273.

apache.org

mahout.apache.org

"Apache Mahout". mahout.apache.org. Retrieved 2019-12-14.

arxiv.org

Blanton, Michael R.; Roweis, Sam (2007). "K-corrections and filter transformations in the ultraviolet, optical, and near infrared". The Astronomical Journal. 133 (2): 734–754. arXiv:astro-ph/0606170. Bibcode:2007AJ....133..734B. doi:10.1086/510127. S2CID 18561804.
Ren, Bin; Pueyo, Laurent; Zhu, Guangtun B.; Duchêne, Gaspard (2018). "Non-negative Matrix Factorization: Robust Extraction of Extended Structures". The Astrophysical Journal. 852 (2): 104. arXiv:1712.10317. Bibcode:2018ApJ...852..104R. doi:10.3847/1538-4357/aaa1f2. S2CID 3966513.
Ren, Bin; Pueyo, Laurent; Chen, Christine; Choquet, Elodie; Debes, John H; Duechene, Gaspard; Menard, Francois; Perrin, Marshall D. (2020). "Using Data Imputation for Signal Separation in High Contrast Imaging". The Astrophysical Journal. 892 (2): 74. arXiv:2001.00563. Bibcode:2020ApJ...892...74R. doi:10.3847/1538-4357/ab7024. S2CID 209531731.
Vavasis, S.A. (2009). "On the complexity of nonnegative matrix factorization". SIAM J. Optim. 20 (3): 1364–1377. arXiv:0708.4149. doi:10.1137/070709967. S2CID 7150400.
Hoyer, Patrik O. (2002). Non-negative sparse coding. Proc. IEEE Workshop on Neural Networks for Signal Processing. arXiv:cs/0202009.
Hafshejani, Sajad Fathi; Moaberfard, Zahra (November 2022). "Initialization for Nonnegative Matrix Factorization: a Comprehensive Review". International Journal of Data Science and Analytics. 16 (1): 119–134. arXiv:2109.03874. doi:10.1007/s41060-022-00370-9. ISSN 2364-415X.
Zhu, Guangtun B. (2016-12-19). "Nonnegative Matrix Factorization (NMF) with Heteroscedastic Uncertainties and Missing data". arXiv:1612.06037 [astro-ph.IM].
Soummer, Rémi; Pueyo, Laurent; Larkin, James (2012). "Detection and Characterization of Exoplanets and Disks Using Projections on Karhunen-Loève Eigenimages". The Astrophysical Journal Letters. 755 (2): L28. arXiv:1207.4197. Bibcode:2012ApJ...755L..28S. doi:10.1088/2041-8205/755/2/L28. S2CID 51088743.
Pueyo, Laurent (2016). "Detection and Characterization of Exoplanets using Projections on Karhunen Loeve Eigenimages: Forward Modeling". The Astrophysical Journal. 824 (2): 117. arXiv:1604.06097. Bibcode:2016ApJ...824..117P. doi:10.3847/0004-637X/824/2/117. S2CID 118349503.
Arora, Sanjeev; Ge, Rong; Halpern, Yoni; Mimno, David; Moitra, Ankur; Sontag, David; Wu, Yichen; Zhu, Michael (2013). A practical algorithm for topic modeling with provable guarantees. Proceedings of the 30th International Conference on Machine Learning. arXiv:1212.4777. Bibcode:2012arXiv1212.4777A.
Berné, O.; Joblin, C.; Deville, Y.; Smith, J. D.; Rapacioli, M.; Bernard, J. P.; Thomas, J.; Reach, W.; Abergel, A. (2007-07-01). "Analysis of the emission of very small dust particles from Spitzer spectro-imagery data using blind signal separation methods". Astronomy & Astrophysics. 469 (2): 575–586. arXiv:astro-ph/0703072. Bibcode:2007A&A...469..575B. doi:10.1051/0004-6361:20066282. ISSN 0004-6361.
Lafrenière, David; Maroid, Christian; Doyon, René; Barman, Travis (2009). "HST/NICMOS Detection of HR 8799 b in 1998". The Astrophysical Journal Letters. 694 (2): L148. arXiv:0902.3247. Bibcode:2009ApJ...694L.148L. doi:10.1088/0004-637X/694/2/L148. S2CID 7332750.
Amara, Adam; Quanz, Sascha P. (2012). "PYNPOINT: an image processing package for finding exoplanets". Monthly Notices of the Royal Astronomical Society. 427 (2): 948. arXiv:1207.6637. Bibcode:2012MNRAS.427..948A. doi:10.1111/j.1365-2966.2012.21918.x. S2CID 119200505.
Wahhaj, Zahed; Cieza, Lucas A.; Mawet, Dimitri; Yang, Bin; Canovas, Hector; de Boer, Jozua; Casassus, Simon; Ménard, François; Schreiber, Matthias R.; Liu, Michael C.; Biller, Beth A.; Nielsen, Eric L.; Hayward, Thomas L. (2015). "Improving signal-to-noise in the direct imaging of exoplanets and circumstellar disks with MLOCI". Astronomy & Astrophysics. 581 (24): A24. arXiv:1502.03092. Bibcode:2015A&A...581A..24W. doi:10.1051/0004-6361/201525837. S2CID 20174209.
Nielsen, Finn Årup (2008). Clustering of scientific citations in Wikipedia. Wikimania. arXiv:0805.1154.
Hassani, Ali; Iranmanesh, Amir; Mansouri, Najme (2019-11-12). "Text Mining using Nonnegative Matrix Factorization and Latent Semantic Analysis". arXiv:1911.04705 [cs.LG].
Chistikov, Dmitry; Kiefer, Stefan; Marušić, Ines; Shirmohammadi, Mahsa; Worrell, James (2016-05-22). "Nonnegative Matrix Factorization Requires Irrationality". arXiv:1605.06848 [cs.CC].

cmu.edu

cs.cmu.edu

Cohen, William (2005-04-04). "Enron Email Dataset". Retrieved 2008-08-26.

columbia.edu

Lee, Daniel D.; Sebastian, Seung, H. (1999). "Learning the parts of objects by non-negative matrix factorization" (PDF). Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.{{cite journal}}: CS1 maint: multiple names: authors list (link)

doi.org

Blanton, Michael R.; Roweis, Sam (2007). "K-corrections and filter transformations in the ultraviolet, optical, and near infrared". The Astronomical Journal. 133 (2): 734–754. arXiv:astro-ph/0606170. Bibcode:2007AJ....133..734B. doi:10.1086/510127. S2CID 18561804.
Ren, Bin; Pueyo, Laurent; Zhu, Guangtun B.; Duchêne, Gaspard (2018). "Non-negative Matrix Factorization: Robust Extraction of Extended Structures". The Astrophysical Journal. 852 (2): 104. arXiv:1712.10317. Bibcode:2018ApJ...852..104R. doi:10.3847/1538-4357/aaa1f2. S2CID 3966513.
Ren, Bin; Pueyo, Laurent; Chen, Christine; Choquet, Elodie; Debes, John H; Duechene, Gaspard; Menard, Francois; Perrin, Marshall D. (2020). "Using Data Imputation for Signal Separation in High Contrast Imaging". The Astrophysical Journal. 892 (2): 74. arXiv:2001.00563. Bibcode:2020ApJ...892...74R. doi:10.3847/1538-4357/ab7024. S2CID 209531731.
Ben Murrell; et al. (2011). "Non-Negative Matrix Factorization for Learning Alignment-Specific Models of Protein Evolution". PLOS ONE. 6 (12): e28898. Bibcode:2011PLoSO...628898M. doi:10.1371/journal.pone.0028898. PMC 3245233. PMID 22216138.
William H. Lawton; Edward A. Sylvestre (1971). "Self modeling curve resolution". Technometrics. 13 (3): 617–633. doi:10.2307/1267173. JSTOR 1267173.
Pentti Paatero; Unto Tapper; Pasi Aalto; Markku Kulmala (1991). "Matrix factorization methods for analysing diffusion battery data". Journal of Aerosol Science. 22: S273–S276. doi:10.1016/S0021-8502(05)80089-8. ISSN 0021-8502. Wikidata Q58065673.
Pentti Paatero; Unto Tapper (June 1994). "Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values". Environmetrics. 5 (2): 111–126. doi:10.1002/ENV.3170050203. ISSN 1180-4009. Wikidata Q29308406.
Pia Anttila; Pentti Paatero; Unto Tapper; Olli Järvinen (1995). "Source identification of bulk wet deposition in Finland by positive matrix factorization". Atmospheric Environment. 29 (14): 1705–1718. Bibcode:1995AtmEn..29.1705A. doi:10.1016/1352-2310(94)00367-T.
Daniel D. Lee & H. Sebastian Seung (1999). "Learning the parts of objects by non-negative matrix factorization". Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.
Ding C, Li Y, Peng W (2008). "On the equivalence between non-negative matrix factorization and probabilistic latent semantic indexing" (PDF). Computational Statistics & Data Analysis. 52 (8): 3913–3927. doi:10.1016/j.csda.2008.01.011. Archived from the original (PDF) on 2016-03-04.
Berman, A.; R.J. Plemmons (1974). "Inverses of nonnegative matrices". Linear and Multilinear Algebra. 2 (2): 161–172. doi:10.1080/03081087408817055.
Thomas, L.B. (1974). "Problem 73-14, Rank factorization of nonnegative matrices". SIAM Rev. 16 (3): 393–394. doi:10.1137/1016064.
Vavasis, S.A. (2009). "On the complexity of nonnegative matrix factorization". SIAM J. Optim. 20 (3): 1364–1377. arXiv:0708.4149. doi:10.1137/070709967. S2CID 7150400.
Zhang, T.; Fang, B.; Liu, W.; Tang, Y. Y.; He, G.; Wen, J. (2008). "Total variation norm-based nonnegative matrix factorization for identifying discriminant representation of image patterns". Neurocomputing. 71 (10–12): 1824–1831. doi:10.1016/j.neucom.2008.01.022.
Leo Taslaman & Björn Nilsson (2012). "A framework for regularized non-negative matrix factorization, with application to the analysis of gene expression data". PLOS One. 7 (11): e46331. Bibcode:2012PLoSO...746331T. doi:10.1371/journal.pone.0046331. PMC 3487913. PMID 23133590.
Hsieh, C. J.; Dhillon, I. S. (2011). Fast coordinate descent methods with variable selection for non-negative matrix factorization (PDF). Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11. p. 1064. doi:10.1145/2020408.2020577. ISBN 9781450308137.
Naiyang Guan; Dacheng Tao; Zhigang Luo & Bo Yuan (July 2012). "Online Nonnegative Matrix Factorization With Robust Stochastic Approximation". IEEE Transactions on Neural Networks and Learning Systems. 23 (7): 1087–1099. doi:10.1109/TNNLS.2012.2197827. PMID 24807135. S2CID 8755408.
Behnke, S. (2003). "Discovering hierarchical speech features using convolutional non-negative matrix factorization". Proceedings of the International Joint Conference on Neural Networks, 2003. Vol. 4. Portland, Oregon USA: IEEE. pp. 2758–2763. doi:10.1109/IJCNN.2003.1224004. ISBN 978-0-7803-7898-8. S2CID 3109867.
Lin, Chih-Jen (2007). "Projected Gradient Methods for Nonnegative Matrix Factorization" (PDF). Neural Computation. 19 (10): 2756–2779. CiteSeerX 10.1.1.308.9135. doi:10.1162/neco.2007.19.10.2756. PMID 17716011. S2CID 2295736.
Lin, Chih-Jen (2007). "On the Convergence of Multiplicative Update Algorithms for Nonnegative Matrix Factorization". IEEE Transactions on Neural Networks. 18 (6): 1589–1596. CiteSeerX 10.1.1.407.318. doi:10.1109/TNN.2007.895831. S2CID 2183630.
Hyunsoo Kim & Haesun Park (2008). "Nonnegative Matrix Factorization Based on Alternating Nonnegativity Constrained Least Squares and Active Set Method" (PDF). SIAM Journal on Matrix Analysis and Applications. 30 (2): 713–730. CiteSeerX 10.1.1.70.3485. doi:10.1137/07069239x.
Naiyang Guan; Dacheng Tao; Zhigang Luo; Bo Yuan (June 2012). "NeNMF: An Optimal Gradient Method for Nonnegative Matrix Factorization". IEEE Transactions on Signal Processing. 60 (6): 2882–2898. Bibcode:2012ITSP...60.2882G. doi:10.1109/TSP.2012.2190406. S2CID 8143231.
Jingu Kim & Haesun Park (2011). "Fast Nonnegative Matrix Factorization: An Active-set-like Method and Comparisons". SIAM Journal on Scientific Computing. 58 (6): 3261–3281. Bibcode:2011SJSC...33.3261K. CiteSeerX 10.1.1.419.798. doi:10.1137/110821172.
Jingu Kim; Yunlong He & Haesun Park (2013). "Algorithms for nonnegative matrix and tensor factorizations: A unified view based on block coordinate descent framework" (PDF). Journal of Global Optimization. 33 (2): 285–319. doi:10.1007/s10898-013-0035-4. S2CID 11197117.
Ding, C.; He, X. & Simon, H.D. (2005). "On the equivalence of nonnegative matrix factorization and spectral clustering". Proc. SIAM Data Mining Conf. Vol. 4. pp. 606–610. doi:10.1137/1.9781611972757.70. ISBN 978-0-89871-593-4.
Hafshejani, Sajad Fathi; Moaberfard, Zahra (November 2022). "Initialization for Nonnegative Matrix Factorization: a Comprehensive Review". International Journal of Data Science and Analytics. 16 (1): 119–134. arXiv:2109.03874. doi:10.1007/s41060-022-00370-9. ISSN 2364-415X.
Soummer, Rémi; Pueyo, Laurent; Larkin, James (2012). "Detection and Characterization of Exoplanets and Disks Using Projections on Karhunen-Loève Eigenimages". The Astrophysical Journal Letters. 755 (2): L28. arXiv:1207.4197. Bibcode:2012ApJ...755L..28S. doi:10.1088/2041-8205/755/2/L28. S2CID 51088743.
Pueyo, Laurent (2016). "Detection and Characterization of Exoplanets using Projections on Karhunen Loeve Eigenimages: Forward Modeling". The Astrophysical Journal. 824 (2): 117. arXiv:1604.06097. Bibcode:2016ApJ...824..117P. doi:10.3847/0004-637X/824/2/117. S2CID 118349503.
Campbell, S.L.; G.D. Poole (1981). "Computing nonnegative rank factorizations". Linear Algebra Appl. 35: 175–182. doi:10.1016/0024-3795(81)90272-x.
Kalofolias, V.; Gallopoulos, E. (2012). "Computing symmetric nonnegative rank factorizations" (PDF). Linear Algebra Appl. 436 (2): 421–435. doi:10.1016/j.laa.2011.03.016.
Lee, Daniel D.; Sebastian, Seung, H. (1999). "Learning the parts of objects by non-negative matrix factorization" (PDF). Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.{{cite journal}}: CS1 maint: multiple names: authors list (link)
Pentti Paatero (1999). "The Multilinear Engine: A Table-Driven, Least Squares Program for Solving Multilinear Problems, including the n-Way Parallel Factor Analysis Model". Journal of Computational and Graphical Statistics. 8 (4): 854–888. doi:10.2307/1390831. JSTOR 1390831.
Max Welling & Markus Weber (2001). "Positive Tensor Factorization". Pattern Recognition Letters. 22 (12): 1255–1261. Bibcode:2001PaReL..22.1255W. CiteSeerX 10.1.1.21.24. doi:10.1016/S0167-8655(01)00070-8.
Eggert, J.; Korner, E. (2004). "Sparse coding and NMF". 2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541). Vol. 4. pp. 2529–2533. doi:10.1109/IJCNN.2004.1381036. ISBN 978-0-7803-8359-3. S2CID 17923083.
Berné, O.; Joblin, C.; Deville, Y.; Smith, J. D.; Rapacioli, M.; Bernard, J. P.; Thomas, J.; Reach, W.; Abergel, A. (2007-07-01). "Analysis of the emission of very small dust particles from Spitzer spectro-imagery data using blind signal separation methods". Astronomy & Astrophysics. 469 (2): 575–586. arXiv:astro-ph/0703072. Bibcode:2007A&A...469..575B. doi:10.1051/0004-6361:20066282. ISSN 0004-6361.
Lafrenière, David; Maroid, Christian; Doyon, René; Barman, Travis (2009). "HST/NICMOS Detection of HR 8799 b in 1998". The Astrophysical Journal Letters. 694 (2): L148. arXiv:0902.3247. Bibcode:2009ApJ...694L.148L. doi:10.1088/0004-637X/694/2/L148. S2CID 7332750.
Amara, Adam; Quanz, Sascha P. (2012). "PYNPOINT: an image processing package for finding exoplanets". Monthly Notices of the Royal Astronomical Society. 427 (2): 948. arXiv:1207.6637. Bibcode:2012MNRAS.427..948A. doi:10.1111/j.1365-2966.2012.21918.x. S2CID 119200505.
Wahhaj, Zahed; Cieza, Lucas A.; Mawet, Dimitri; Yang, Bin; Canovas, Hector; de Boer, Jozua; Casassus, Simon; Ménard, François; Schreiber, Matthias R.; Liu, Michael C.; Biller, Beth A.; Nielsen, Eric L.; Hayward, Thomas L. (2015). "Improving signal-to-noise in the direct imaging of exoplanets and circumstellar disks with MLOCI". Astronomy & Astrophysics. 581 (24): A24. arXiv:1502.03092. Bibcode:2015A&A...581A..24W. doi:10.1051/0004-6361/201525837. S2CID 20174209.
Nielsen, Finn Årup; Balslev, Daniela; Hansen, Lars Kai (2005). "Mining the posterior cingulate: segregation between memory and pain components" (PDF). NeuroImage. 27 (3): 520–522. doi:10.1016/j.neuroimage.2005.04.034. PMID 15946864. S2CID 18509039.
Berry, Michael W.; Browne, Murray (2005). "Email Surveillance Using Non-negative Matrix Factorization". Computational and Mathematical Organization Theory. 11 (3): 249–264. doi:10.1007/s10588-005-5380-5. S2CID 16249147.
Berry, Michael W.; Browne, Murray; Langville, Amy N.; Paucac, V. Paul; Plemmonsc, Robert J. (15 September 2007). "Algorithms and Applications for Approximate Nonnegative Matrix Factorization". Computational Statistics & Data Analysis. 52 (1): 155–173. doi:10.1016/j.csda.2006.11.006.
Yun Mao; Lawrence Saul & Jonathan M. Smith (2006). "IDES: An Internet Distance Estimation Service for Large Networks". IEEE Journal on Selected Areas in Communications. 24 (12): 2273–2284. CiteSeerX 10.1.1.136.3837. doi:10.1109/JSAC.2006.884026. S2CID 12931155.
Yang Chen; Xiao Wang; Cong Shi; et al. (2011). "Phoenix: A Weight-based Network Coordinate System Using Matrix Factorization" (PDF). IEEE Transactions on Network and Service Management. 8 (4): 334–347. CiteSeerX 10.1.1.300.2851. doi:10.1109/tnsm.2011.110911.100079. S2CID 8079061. Archived from the original (PDF) on 2011-11-14.
Frichot E, Mathieu F, Trouillon T, Bouchard G, Francois O (2014). "Fast and efficient estimation of individual ancestry coefficients". Genetics. 196 (4): 973–983. doi:10.1534/genetics.113.160572. PMC 3982712. PMID 24496008.
Devarajan, K. (2008). "Nonnegative Matrix Factorization: An Analytical and Interpretive Tool in Computational Biology". PLOS Computational Biology. 4 (7): e1000029. Bibcode:2008PLSCB...4E0029D. doi:10.1371/journal.pcbi.1000029. PMC 2447881. PMID 18654623.
Hyunsoo Kim & Haesun Park (2007). "Sparse non-negative matrix factorizations via alternating non-negativity-constrained least squares for microarray data analysis". Bioinformatics. 23 (12): 1495–1502. doi:10.1093/bioinformatics/btm134. PMID 17483501.
Schwalbe, E. (2013). "DNA methylation profiling of medulloblastoma allows robust sub-classification and improved outcome prediction using formalin-fixed biopsies". Acta Neuropathologica. 125 (3): 359–371. doi:10.1007/s00401-012-1077-2. PMC 4313078. PMID 23291781.
Alexandrov, Ludmil B.; Nik-Zainal, Serena; Wedge, David C.; Campbell, Peter J.; Stratton, Michael R. (2013-01-31). "Deciphering signatures of mutational processes operative in human cancer". Cell Reports. 3 (1): 246–259. doi:10.1016/j.celrep.2012.12.008. ISSN 2211-1247. PMC 3588146. PMID 23318258.
Stein-O’Brien, Genevieve L.; Arora, Raman; Culhane, Aedin C.; Favorov, Alexander V.; Garmire, Lana X.; Greene, Casey S.; Goff, Loyal A.; Li, Yifeng; Ngom, Aloune; Ochs, Michael F.; Xu, Yanxun (2018-10-01). "Enter the Matrix: Factorization Uncovers Knowledge from Omics". Trends in Genetics. 34 (10): 790–805. doi:10.1016/j.tig.2018.07.003. ISSN 0168-9525. PMC 6309559. PMID 30143323.
Ding; Li; Peng; Park (2006). "Orthogonal nonnegative matrix t-factorizations for clustering". Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining. pp. 126–135. doi:10.1145/1150402.1150420. ISBN 1595933395. S2CID 165018.
Ceddia; Pinoli; Ceri; Masseroli (2020). "Matrix factorization-based technique for drug repurposing predictions". IEEE Journal of Biomedical and Health Informatics. 24 (11): 3162–3172. doi:10.1109/JBHI.2020.2991763. PMID 32365039. S2CID 218504587.
Pinoli; Ceddia; Ceri; Masseroli (2021). "Predicting drug synergism by means of non-negative matrix tri-factorization". IEEE/ACM Transactions on Computational Biology and Bioinformatics. PP (4): 1956–1967. doi:10.1109/TCBB.2021.3091814. PMID 34166199. S2CID 235634059.
DiPaola; Bazin; Aubry; Aurengo; Cavailloles; Herry; Kahn (1982). "Handling of dynamic sequences in nuclear medicine". IEEE Trans Nucl Sci. 29 (4): 1310–21. Bibcode:1982ITNS...29.1310D. doi:10.1109/tns.1982.4332188. S2CID 37186516.
Sitek; Gullberg; Huesman (2002). "Correction for ambiguous solutions in factor analysis using a penalized least squares objective". IEEE Trans Med Imaging. 21 (3): 216–25. doi:10.1109/42.996340. PMID 11989846. S2CID 6553527.
Boutchko; Mitra; Baker; Jagust; Gullberg (2015). "Clustering Initiated Factor Analysis (CIFA) Application for Tissue Classification in Dynamic Brain PET". Journal of Cerebral Blood Flow and Metabolism. 35 (7): 1104–11. doi:10.1038/jcbfm.2015.69. PMC 4640278. PMID 25899294.
Abdalah; Boutchko; Mitra; Gullberg (2015). "Reconstruction of 4-D Dynamic SPECT Images From Inconsistent Projections Using a Spline Initialized FADS Algorithm (SIFADS)". IEEE Trans Med Imaging. 34 (1): 216–18. doi:10.1109/TMI.2014.2352033. PMID 25167546. S2CID 11060831.
C. Boutsidis & E. Gallopoulos (2008). "SVD based initialization: A head start for nonnegative matrix factorization". Pattern Recognition. 41 (4): 1350–1362. Bibcode:2008PatRe..41.1350B. CiteSeerX 10.1.1.137.8281. doi:10.1016/j.patcog.2007.09.010.
Dong Wang; Ravichander Vipperla; Nick Evans; Thomas Fang Zheng (2013). "Online Non-Negative Convolutive Pattern Learning for Speech Signals" (PDF). IEEE Transactions on Signal Processing. 61 (1): 44–56. Bibcode:2013ITSP...61...44W. CiteSeerX 10.1.1.707.7348. doi:10.1109/tsp.2012.2222381. S2CID 12530378. Archived from the original (PDF) on 2015-04-19. Retrieved 2015-04-19.
Jialu Liu; Chi Wang; Jing Gao & Jiawei Han (2013). "Multi-View Clustering via Joint Nonnegative Matrix Factorization". Proceedings of the 2013 SIAM International Conference on Data Mining (PDF). pp. 252–260. CiteSeerX 10.1.1.301.1771. doi:10.1137/1.9781611972832.28. ISBN 978-1-61197-262-7. S2CID 4968.

dtu.dk

orbit.dtu.dk

Nielsen, Finn Årup; Balslev, Daniela; Hansen, Lars Kai (2005). "Mining the posterior cingulate: segregation between memory and pain components" (PDF). NeuroImage. 27 (3): 520–522. doi:10.1016/j.neuroimage.2005.04.034. PMID 15946864. S2CID 18509039.
Schmidt, M.N., J. Larsen, and F.T. Hsiao. (2007). "Wind noise reduction using non-negative sparse coding", Machine Learning for Signal Processing, IEEE Workshop on, 431–436

www2.imm.dtu.dk

Nielsen, Finn Årup (2008). Clustering of scientific citations in Wikipedia. Wikimania. arXiv:0805.1154.

duke.edu

cs.duke.edu

Yang Chen; Xiao Wang; Cong Shi; et al. (2011). "Phoenix: A Weight-based Network Coordinate System Using Matrix Factorization" (PDF). IEEE Transactions on Network and Service Management. 8 (4): 334–347. CiteSeerX 10.1.1.300.2851. doi:10.1109/tnsm.2011.110911.100079. S2CID 8079061. Archived from the original (PDF) on 2011-11-14.

epfl.ch

infoscience.epfl.ch

Kalofolias, V.; Gallopoulos, E. (2012). "Computing symmetric nonnegative rank factorizations" (PDF). Linear Algebra Appl. 436 (2): 421–435. doi:10.1016/j.laa.2011.03.016.

escholarship.org

Abdalah; Boutchko; Mitra; Gullberg (2015). "Reconstruction of 4-D Dynamic SPECT Images From Inconsistent Projections Using a Spline Initialized FADS Algorithm (SIFADS)". IEEE Trans Med Imaging. 34 (1): 216–18. doi:10.1109/TMI.2014.2352033. PMID 25167546. S2CID 11060831.

fiu.edu

users.cis.fiu.edu

Ding C, Li Y, Peng W (2008). "On the equivalence between non-negative matrix factorization and probabilistic latent semantic indexing" (PDF). Computational Statistics & Data Analysis. 52 (8): 3913–3927. doi:10.1016/j.csda.2008.01.011. Archived from the original (PDF) on 2016-03-04.

gatech.edu

cc.gatech.edu

Hyunsoo Kim & Haesun Park (2008). "Nonnegative Matrix Factorization Based on Alternating Nonnegativity Constrained Least Squares and Active Set Method" (PDF). SIAM Journal on Matrix Analysis and Applications. 30 (2): 713–730. CiteSeerX 10.1.1.70.3485. doi:10.1137/07069239x.
Jingu Kim & Haesun Park (2012). Fast Nonnegative Tensor Factorization with an Active-set-like Method (PDF). High-Performance Scientific Computing: Algorithms and Applications. Springer. pp. 311–326.

harvard.edu

ui.adsabs.harvard.edu

Blanton, Michael R.; Roweis, Sam (2007). "K-corrections and filter transformations in the ultraviolet, optical, and near infrared". The Astronomical Journal. 133 (2): 734–754. arXiv:astro-ph/0606170. Bibcode:2007AJ....133..734B. doi:10.1086/510127. S2CID 18561804.
Ren, Bin; Pueyo, Laurent; Zhu, Guangtun B.; Duchêne, Gaspard (2018). "Non-negative Matrix Factorization: Robust Extraction of Extended Structures". The Astrophysical Journal. 852 (2): 104. arXiv:1712.10317. Bibcode:2018ApJ...852..104R. doi:10.3847/1538-4357/aaa1f2. S2CID 3966513.
Ren, Bin; Pueyo, Laurent; Chen, Christine; Choquet, Elodie; Debes, John H; Duechene, Gaspard; Menard, Francois; Perrin, Marshall D. (2020). "Using Data Imputation for Signal Separation in High Contrast Imaging". The Astrophysical Journal. 892 (2): 74. arXiv:2001.00563. Bibcode:2020ApJ...892...74R. doi:10.3847/1538-4357/ab7024. S2CID 209531731.
Ben Murrell; et al. (2011). "Non-Negative Matrix Factorization for Learning Alignment-Specific Models of Protein Evolution". PLOS ONE. 6 (12): e28898. Bibcode:2011PLoSO...628898M. doi:10.1371/journal.pone.0028898. PMC 3245233. PMID 22216138.
Pia Anttila; Pentti Paatero; Unto Tapper; Olli Järvinen (1995). "Source identification of bulk wet deposition in Finland by positive matrix factorization". Atmospheric Environment. 29 (14): 1705–1718. Bibcode:1995AtmEn..29.1705A. doi:10.1016/1352-2310(94)00367-T.
Daniel D. Lee & H. Sebastian Seung (1999). "Learning the parts of objects by non-negative matrix factorization". Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.
Leo Taslaman & Björn Nilsson (2012). "A framework for regularized non-negative matrix factorization, with application to the analysis of gene expression data". PLOS One. 7 (11): e46331. Bibcode:2012PLoSO...746331T. doi:10.1371/journal.pone.0046331. PMC 3487913. PMID 23133590.
Naiyang Guan; Dacheng Tao; Zhigang Luo; Bo Yuan (June 2012). "NeNMF: An Optimal Gradient Method for Nonnegative Matrix Factorization". IEEE Transactions on Signal Processing. 60 (6): 2882–2898. Bibcode:2012ITSP...60.2882G. doi:10.1109/TSP.2012.2190406. S2CID 8143231.
Jingu Kim & Haesun Park (2011). "Fast Nonnegative Matrix Factorization: An Active-set-like Method and Comparisons". SIAM Journal on Scientific Computing. 58 (6): 3261–3281. Bibcode:2011SJSC...33.3261K. CiteSeerX 10.1.1.419.798. doi:10.1137/110821172.
Soummer, Rémi; Pueyo, Laurent; Larkin, James (2012). "Detection and Characterization of Exoplanets and Disks Using Projections on Karhunen-Loève Eigenimages". The Astrophysical Journal Letters. 755 (2): L28. arXiv:1207.4197. Bibcode:2012ApJ...755L..28S. doi:10.1088/2041-8205/755/2/L28. S2CID 51088743.
Pueyo, Laurent (2016). "Detection and Characterization of Exoplanets using Projections on Karhunen Loeve Eigenimages: Forward Modeling". The Astrophysical Journal. 824 (2): 117. arXiv:1604.06097. Bibcode:2016ApJ...824..117P. doi:10.3847/0004-637X/824/2/117. S2CID 118349503.
Arora, Sanjeev; Ge, Rong; Halpern, Yoni; Mimno, David; Moitra, Ankur; Sontag, David; Wu, Yichen; Zhu, Michael (2013). A practical algorithm for topic modeling with provable guarantees. Proceedings of the 30th International Conference on Machine Learning. arXiv:1212.4777. Bibcode:2012arXiv1212.4777A.
Lee, Daniel D.; Sebastian, Seung, H. (1999). "Learning the parts of objects by non-negative matrix factorization" (PDF). Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.{{cite journal}}: CS1 maint: multiple names: authors list (link)
Max Welling & Markus Weber (2001). "Positive Tensor Factorization". Pattern Recognition Letters. 22 (12): 1255–1261. Bibcode:2001PaReL..22.1255W. CiteSeerX 10.1.1.21.24. doi:10.1016/S0167-8655(01)00070-8.
Berné, O.; Joblin, C.; Deville, Y.; Smith, J. D.; Rapacioli, M.; Bernard, J. P.; Thomas, J.; Reach, W.; Abergel, A. (2007-07-01). "Analysis of the emission of very small dust particles from Spitzer spectro-imagery data using blind signal separation methods". Astronomy & Astrophysics. 469 (2): 575–586. arXiv:astro-ph/0703072. Bibcode:2007A&A...469..575B. doi:10.1051/0004-6361:20066282. ISSN 0004-6361.
Lafrenière, David; Maroid, Christian; Doyon, René; Barman, Travis (2009). "HST/NICMOS Detection of HR 8799 b in 1998". The Astrophysical Journal Letters. 694 (2): L148. arXiv:0902.3247. Bibcode:2009ApJ...694L.148L. doi:10.1088/0004-637X/694/2/L148. S2CID 7332750.
Amara, Adam; Quanz, Sascha P. (2012). "PYNPOINT: an image processing package for finding exoplanets". Monthly Notices of the Royal Astronomical Society. 427 (2): 948. arXiv:1207.6637. Bibcode:2012MNRAS.427..948A. doi:10.1111/j.1365-2966.2012.21918.x. S2CID 119200505.
Wahhaj, Zahed; Cieza, Lucas A.; Mawet, Dimitri; Yang, Bin; Canovas, Hector; de Boer, Jozua; Casassus, Simon; Ménard, François; Schreiber, Matthias R.; Liu, Michael C.; Biller, Beth A.; Nielsen, Eric L.; Hayward, Thomas L. (2015). "Improving signal-to-noise in the direct imaging of exoplanets and circumstellar disks with MLOCI". Astronomy & Astrophysics. 581 (24): A24. arXiv:1502.03092. Bibcode:2015A&A...581A..24W. doi:10.1051/0004-6361/201525837. S2CID 20174209.
Devarajan, K. (2008). "Nonnegative Matrix Factorization: An Analytical and Interpretive Tool in Computational Biology". PLOS Computational Biology. 4 (7): e1000029. Bibcode:2008PLSCB...4E0029D. doi:10.1371/journal.pcbi.1000029. PMC 2447881. PMID 18654623.
DiPaola; Bazin; Aubry; Aurengo; Cavailloles; Herry; Kahn (1982). "Handling of dynamic sequences in nuclear medicine". IEEE Trans Nucl Sci. 29 (4): 1310–21. Bibcode:1982ITNS...29.1310D. doi:10.1109/tns.1982.4332188. S2CID 37186516.
C. Boutsidis & E. Gallopoulos (2008). "SVD based initialization: A head start for nonnegative matrix factorization". Pattern Recognition. 41 (4): 1350–1362. Bibcode:2008PatRe..41.1350B. CiteSeerX 10.1.1.137.8281. doi:10.1016/j.patcog.2007.09.010.
Dong Wang; Ravichander Vipperla; Nick Evans; Thomas Fang Zheng (2013). "Online Non-Negative Convolutive Pattern Learning for Speech Signals" (PDF). IEEE Transactions on Signal Processing. 61 (1): 44–56. Bibcode:2013ITSP...61...44W. CiteSeerX 10.1.1.707.7348. doi:10.1109/tsp.2012.2222381. S2CID 12530378. Archived from the original (PDF) on 2015-04-19. Retrieved 2015-04-19.

hiit.fi

cosco.hiit.fi

Wray Buntine (2002). Variational Extensions to EM and Multinomial PCA (PDF). Proc. European Conference on Machine Learning (ECML-02). LNAI. Vol. 2430. pp. 23–34.

huji.ac.il

cs.huji.ac.il

Ron Zass and Amnon Shashua (2005). "A Unifying Approach to Hard and Probabilistic Clustering". International Conference on Computer Vision (ICCV) Beijing, China, Oct., 2005.

ieee.org

ieeexplore.ieee.org

Behnke, S. (2003). "Discovering hierarchical speech features using convolutional non-negative matrix factorization". Proceedings of the International Joint Conference on Neural Networks, 2003. Vol. 4. Portland, Oregon USA: IEEE. pp. 2758–2763. doi:10.1109/IJCNN.2003.1224004. ISBN 978-0-7803-7898-8. S2CID 3109867.

illinois.edu

jialu.cs.illinois.edu

Jialu Liu; Chi Wang; Jing Gao & Jiawei Han (2013). "Multi-View Clustering via Joint Nonnegative Matrix Factorization". Proceedings of the 2013 SIAM International Conference on Data Mining (PDF). pp. 252–260. CiteSeerX 10.1.1.301.1771. doi:10.1137/1.9781611972832.28. ISBN 978-1-61197-262-7. S2CID 4968.

jstor.org

William H. Lawton; Edward A. Sylvestre (1971). "Self modeling curve resolution". Technometrics. 13 (3): 617–633. doi:10.2307/1267173. JSTOR 1267173.
Pentti Paatero (1999). "The Multilinear Engine: A Table-Driven, Least Squares Program for Solving Multilinear Problems, including the n-Way Parallel Factor Analysis Model". Journal of Computational and Graphical Statistics. 8 (4): 854–888. doi:10.2307/1390831. JSTOR 1390831.

microsoft.com

research.microsoft.com

Chao Liu; Hung-chih Yang; Jinliang Fan; Li-Wei He & Yi-Min Wang (2010). "Distributed Nonnegative Matrix Factorization for Web-Scale Dyadic Data Analysis on MapReduce" (PDF). Proceedings of the 19th International World Wide Web Conference.

mit.edu

jmlr.csail.mit.edu

Arora, Sanjeev; Ge, Rong; Halpern, Yoni; Mimno, David; Moitra, Ankur; Sontag, David; Wu, Yichen; Zhu, Michael (2013). A practical algorithm for topic modeling with provable guarantees. Proceedings of the 30th International Conference on Machine Learning. arXiv:1212.4777. Bibcode:2012arXiv1212.4777A.

mpg.de

is.tuebingen.mpg.de

Tandon, Rashish; Sra, Suvrit (September 13, 2010). Sparse nonnegative matrix approximation: new formulations and algorithms (PDF) (Report). Max Planck Institute for Biological Cybernetics. Technical Report No. 193.

neurips.cc

proceedings.neurips.cc

Dhillon, Inderjit S.; Sra, Suvrit (2005). "Generalized Nonnegative Matrix Approximations with Bregman Divergences". Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, NIPS 2005, December 5-8, 2005, Vancouver, British Columbia, Canada]. pp. 283–290.

nih.gov

pubmed.ncbi.nlm.nih.gov

Ben Murrell; et al. (2011). "Non-Negative Matrix Factorization for Learning Alignment-Specific Models of Protein Evolution". PLOS ONE. 6 (12): e28898. Bibcode:2011PLoSO...628898M. doi:10.1371/journal.pone.0028898. PMC 3245233. PMID 22216138.
Daniel D. Lee & H. Sebastian Seung (1999). "Learning the parts of objects by non-negative matrix factorization". Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.
Leo Taslaman & Björn Nilsson (2012). "A framework for regularized non-negative matrix factorization, with application to the analysis of gene expression data". PLOS One. 7 (11): e46331. Bibcode:2012PLoSO...746331T. doi:10.1371/journal.pone.0046331. PMC 3487913. PMID 23133590.
Naiyang Guan; Dacheng Tao; Zhigang Luo & Bo Yuan (July 2012). "Online Nonnegative Matrix Factorization With Robust Stochastic Approximation". IEEE Transactions on Neural Networks and Learning Systems. 23 (7): 1087–1099. doi:10.1109/TNNLS.2012.2197827. PMID 24807135. S2CID 8755408.
Lin, Chih-Jen (2007). "Projected Gradient Methods for Nonnegative Matrix Factorization" (PDF). Neural Computation. 19 (10): 2756–2779. CiteSeerX 10.1.1.308.9135. doi:10.1162/neco.2007.19.10.2756. PMID 17716011. S2CID 2295736.
Lee, Daniel D.; Sebastian, Seung, H. (1999). "Learning the parts of objects by non-negative matrix factorization" (PDF). Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.{{cite journal}}: CS1 maint: multiple names: authors list (link)
Nielsen, Finn Årup; Balslev, Daniela; Hansen, Lars Kai (2005). "Mining the posterior cingulate: segregation between memory and pain components" (PDF). NeuroImage. 27 (3): 520–522. doi:10.1016/j.neuroimage.2005.04.034. PMID 15946864. S2CID 18509039.
Frichot E, Mathieu F, Trouillon T, Bouchard G, Francois O (2014). "Fast and efficient estimation of individual ancestry coefficients". Genetics. 196 (4): 973–983. doi:10.1534/genetics.113.160572. PMC 3982712. PMID 24496008.
Devarajan, K. (2008). "Nonnegative Matrix Factorization: An Analytical and Interpretive Tool in Computational Biology". PLOS Computational Biology. 4 (7): e1000029. Bibcode:2008PLSCB...4E0029D. doi:10.1371/journal.pcbi.1000029. PMC 2447881. PMID 18654623.
Hyunsoo Kim & Haesun Park (2007). "Sparse non-negative matrix factorizations via alternating non-negativity-constrained least squares for microarray data analysis". Bioinformatics. 23 (12): 1495–1502. doi:10.1093/bioinformatics/btm134. PMID 17483501.
Schwalbe, E. (2013). "DNA methylation profiling of medulloblastoma allows robust sub-classification and improved outcome prediction using formalin-fixed biopsies". Acta Neuropathologica. 125 (3): 359–371. doi:10.1007/s00401-012-1077-2. PMC 4313078. PMID 23291781.
Alexandrov, Ludmil B.; Nik-Zainal, Serena; Wedge, David C.; Campbell, Peter J.; Stratton, Michael R. (2013-01-31). "Deciphering signatures of mutational processes operative in human cancer". Cell Reports. 3 (1): 246–259. doi:10.1016/j.celrep.2012.12.008. ISSN 2211-1247. PMC 3588146. PMID 23318258.
Stein-O’Brien, Genevieve L.; Arora, Raman; Culhane, Aedin C.; Favorov, Alexander V.; Garmire, Lana X.; Greene, Casey S.; Goff, Loyal A.; Li, Yifeng; Ngom, Aloune; Ochs, Michael F.; Xu, Yanxun (2018-10-01). "Enter the Matrix: Factorization Uncovers Knowledge from Omics". Trends in Genetics. 34 (10): 790–805. doi:10.1016/j.tig.2018.07.003. ISSN 0168-9525. PMC 6309559. PMID 30143323.
Ceddia; Pinoli; Ceri; Masseroli (2020). "Matrix factorization-based technique for drug repurposing predictions". IEEE Journal of Biomedical and Health Informatics. 24 (11): 3162–3172. doi:10.1109/JBHI.2020.2991763. PMID 32365039. S2CID 218504587.
Pinoli; Ceddia; Ceri; Masseroli (2021). "Predicting drug synergism by means of non-negative matrix tri-factorization". IEEE/ACM Transactions on Computational Biology and Bioinformatics. PP (4): 1956–1967. doi:10.1109/TCBB.2021.3091814. PMID 34166199. S2CID 235634059.
Sitek; Gullberg; Huesman (2002). "Correction for ambiguous solutions in factor analysis using a penalized least squares objective". IEEE Trans Med Imaging. 21 (3): 216–25. doi:10.1109/42.996340. PMID 11989846. S2CID 6553527.
Boutchko; Mitra; Baker; Jagust; Gullberg (2015). "Clustering Initiated Factor Analysis (CIFA) Application for Tissue Classification in Dynamic Brain PET". Journal of Cerebral Blood Flow and Metabolism. 35 (7): 1104–11. doi:10.1038/jcbfm.2015.69. PMC 4640278. PMID 25899294.
Abdalah; Boutchko; Mitra; Gullberg (2015). "Reconstruction of 4-D Dynamic SPECT Images From Inconsistent Projections Using a Spline Initialized FADS Algorithm (SIFADS)". IEEE Trans Med Imaging. 34 (1): 216–18. doi:10.1109/TMI.2014.2352033. PMID 25167546. S2CID 11060831.

ncbi.nlm.nih.gov

Ben Murrell; et al. (2011). "Non-Negative Matrix Factorization for Learning Alignment-Specific Models of Protein Evolution". PLOS ONE. 6 (12): e28898. Bibcode:2011PLoSO...628898M. doi:10.1371/journal.pone.0028898. PMC 3245233. PMID 22216138.
Leo Taslaman & Björn Nilsson (2012). "A framework for regularized non-negative matrix factorization, with application to the analysis of gene expression data". PLOS One. 7 (11): e46331. Bibcode:2012PLoSO...746331T. doi:10.1371/journal.pone.0046331. PMC 3487913. PMID 23133590.
Frichot E, Mathieu F, Trouillon T, Bouchard G, Francois O (2014). "Fast and efficient estimation of individual ancestry coefficients". Genetics. 196 (4): 973–983. doi:10.1534/genetics.113.160572. PMC 3982712. PMID 24496008.
Devarajan, K. (2008). "Nonnegative Matrix Factorization: An Analytical and Interpretive Tool in Computational Biology". PLOS Computational Biology. 4 (7): e1000029. Bibcode:2008PLSCB...4E0029D. doi:10.1371/journal.pcbi.1000029. PMC 2447881. PMID 18654623.
Schwalbe, E. (2013). "DNA methylation profiling of medulloblastoma allows robust sub-classification and improved outcome prediction using formalin-fixed biopsies". Acta Neuropathologica. 125 (3): 359–371. doi:10.1007/s00401-012-1077-2. PMC 4313078. PMID 23291781.
Alexandrov, Ludmil B.; Nik-Zainal, Serena; Wedge, David C.; Campbell, Peter J.; Stratton, Michael R. (2013-01-31). "Deciphering signatures of mutational processes operative in human cancer". Cell Reports. 3 (1): 246–259. doi:10.1016/j.celrep.2012.12.008. ISSN 2211-1247. PMC 3588146. PMID 23318258.
Stein-O’Brien, Genevieve L.; Arora, Raman; Culhane, Aedin C.; Favorov, Alexander V.; Garmire, Lana X.; Greene, Casey S.; Goff, Loyal A.; Li, Yifeng; Ngom, Aloune; Ochs, Michael F.; Xu, Yanxun (2018-10-01). "Enter the Matrix: Factorization Uncovers Knowledge from Omics". Trends in Genetics. 34 (10): 790–805. doi:10.1016/j.tig.2018.07.003. ISSN 0168-9525. PMC 6309559. PMID 30143323.
Boutchko; Mitra; Baker; Jagust; Gullberg (2015). "Clustering Initiated Factor Analysis (CIFA) Application for Tissue Classification in Dynamic Brain PET". Journal of Cerebral Blood Flow and Metabolism. 35 (7): 1104–11. doi:10.1038/jcbfm.2015.69. PMC 4640278. PMID 25899294.

nips.cc

papers.nips.cc

Daniel D. Lee & H. Sebastian Seung (2001). Algorithms for Non-negative Matrix Factorization (PDF). Advances in Neural Information Processing Systems 13: Proceedings of the 2000 Conference. MIT Press. pp. 556–562.
Max Welling; et al. (2004). Exponential Family Harmoniums with an Application to Information Retrieval. NIPS.

books.nips.cc

Kenan Yilmaz; A. Taylan Cemgil & Umut Simsekli (2011). Generalized Coupled Tensor Factorization (PDF). NIPS.

ntu.edu.tw

csie.ntu.edu.tw

Lin, Chih-Jen (2007). "Projected Gradient Methods for Nonnegative Matrix Factorization" (PDF). Neural Computation. 19 (10): 2756–2779. CiteSeerX 10.1.1.308.9135. doi:10.1162/neco.2007.19.10.2756. PMID 17716011. S2CID 2295736.

nus.edu.sg

comp.nus.edu.sg

Xiangnan He; Min-Yen Kan; Peichu Xie & Xiao Chen (2014). "Comment-based Multi-View Clustering of Web 2.0 Items" (PDF). Proceedings of the 23rd International World Wide Web Conference. Archived from the original (PDF) on 2015-04-02. Retrieved 2015-03-22.

pascal-network.org

eprints.pascal-network.org

Eric Gaussier & Cyril Goutte (2005). Relation between PLSA and NMF and Implications (PDF). Proc. 28th international ACM SIGIR conference on Research and development in information retrieval (SIGIR-05). pp. 601–602. Archived from the original (PDF) on 2007-09-28. Retrieved 2007-01-29.

psu.edu

citeseerx.ist.psu.edu

Lin, Chih-Jen (2007). "Projected Gradient Methods for Nonnegative Matrix Factorization" (PDF). Neural Computation. 19 (10): 2756–2779. CiteSeerX 10.1.1.308.9135. doi:10.1162/neco.2007.19.10.2756. PMID 17716011. S2CID 2295736.
Lin, Chih-Jen (2007). "On the Convergence of Multiplicative Update Algorithms for Nonnegative Matrix Factorization". IEEE Transactions on Neural Networks. 18 (6): 1589–1596. CiteSeerX 10.1.1.407.318. doi:10.1109/TNN.2007.895831. S2CID 2183630.
Hyunsoo Kim & Haesun Park (2008). "Nonnegative Matrix Factorization Based on Alternating Nonnegativity Constrained Least Squares and Active Set Method" (PDF). SIAM Journal on Matrix Analysis and Applications. 30 (2): 713–730. CiteSeerX 10.1.1.70.3485. doi:10.1137/07069239x.
Jingu Kim & Haesun Park (2011). "Fast Nonnegative Matrix Factorization: An Active-set-like Method and Comparisons". SIAM Journal on Scientific Computing. 58 (6): 3261–3281. Bibcode:2011SJSC...33.3261K. CiteSeerX 10.1.1.419.798. doi:10.1137/110821172.
Max Welling & Markus Weber (2001). "Positive Tensor Factorization". Pattern Recognition Letters. 22 (12): 1255–1261. Bibcode:2001PaReL..22.1255W. CiteSeerX 10.1.1.21.24. doi:10.1016/S0167-8655(01)00070-8.
Yun Mao; Lawrence Saul & Jonathan M. Smith (2006). "IDES: An Internet Distance Estimation Service for Large Networks". IEEE Journal on Selected Areas in Communications. 24 (12): 2273–2284. CiteSeerX 10.1.1.136.3837. doi:10.1109/JSAC.2006.884026. S2CID 12931155.
Yang Chen; Xiao Wang; Cong Shi; et al. (2011). "Phoenix: A Weight-based Network Coordinate System Using Matrix Factorization" (PDF). IEEE Transactions on Network and Service Management. 8 (4): 334–347. CiteSeerX 10.1.1.300.2851. doi:10.1109/tnsm.2011.110911.100079. S2CID 8079061. Archived from the original (PDF) on 2011-11-14.
C. Boutsidis & E. Gallopoulos (2008). "SVD based initialization: A head start for nonnegative matrix factorization". Pattern Recognition. 41 (4): 1350–1362. Bibcode:2008PatRe..41.1350B. CiteSeerX 10.1.1.137.8281. doi:10.1016/j.patcog.2007.09.010.
Dong Wang; Ravichander Vipperla; Nick Evans; Thomas Fang Zheng (2013). "Online Non-Negative Convolutive Pattern Learning for Speech Signals" (PDF). IEEE Transactions on Signal Processing. 61 (1): 44–56. Bibcode:2013ITSP...61...44W. CiteSeerX 10.1.1.707.7348. doi:10.1109/tsp.2012.2222381. S2CID 12530378. Archived from the original (PDF) on 2015-04-19. Retrieved 2015-04-19.
Jialu Liu; Chi Wang; Jing Gao & Jiawei Han (2013). "Multi-View Clustering via Joint Nonnegative Matrix Factorization". Proceedings of the 2013 SIAM International Conference on Data Mining (PDF). pp. 252–260. CiteSeerX 10.1.1.301.1771. doi:10.1137/1.9781611972832.28. ISBN 978-1-61197-262-7. S2CID 4968.

semanticscholar.org

api.semanticscholar.org

Blanton, Michael R.; Roweis, Sam (2007). "K-corrections and filter transformations in the ultraviolet, optical, and near infrared". The Astronomical Journal. 133 (2): 734–754. arXiv:astro-ph/0606170. Bibcode:2007AJ....133..734B. doi:10.1086/510127. S2CID 18561804.
Ren, Bin; Pueyo, Laurent; Zhu, Guangtun B.; Duchêne, Gaspard (2018). "Non-negative Matrix Factorization: Robust Extraction of Extended Structures". The Astrophysical Journal. 852 (2): 104. arXiv:1712.10317. Bibcode:2018ApJ...852..104R. doi:10.3847/1538-4357/aaa1f2. S2CID 3966513.
Ren, Bin; Pueyo, Laurent; Chen, Christine; Choquet, Elodie; Debes, John H; Duechene, Gaspard; Menard, Francois; Perrin, Marshall D. (2020). "Using Data Imputation for Signal Separation in High Contrast Imaging". The Astrophysical Journal. 892 (2): 74. arXiv:2001.00563. Bibcode:2020ApJ...892...74R. doi:10.3847/1538-4357/ab7024. S2CID 209531731.
Daniel D. Lee & H. Sebastian Seung (1999). "Learning the parts of objects by non-negative matrix factorization". Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.
Vavasis, S.A. (2009). "On the complexity of nonnegative matrix factorization". SIAM J. Optim. 20 (3): 1364–1377. arXiv:0708.4149. doi:10.1137/070709967. S2CID 7150400.
Naiyang Guan; Dacheng Tao; Zhigang Luo & Bo Yuan (July 2012). "Online Nonnegative Matrix Factorization With Robust Stochastic Approximation". IEEE Transactions on Neural Networks and Learning Systems. 23 (7): 1087–1099. doi:10.1109/TNNLS.2012.2197827. PMID 24807135. S2CID 8755408.
Behnke, S. (2003). "Discovering hierarchical speech features using convolutional non-negative matrix factorization". Proceedings of the International Joint Conference on Neural Networks, 2003. Vol. 4. Portland, Oregon USA: IEEE. pp. 2758–2763. doi:10.1109/IJCNN.2003.1224004. ISBN 978-0-7803-7898-8. S2CID 3109867.
Lin, Chih-Jen (2007). "Projected Gradient Methods for Nonnegative Matrix Factorization" (PDF). Neural Computation. 19 (10): 2756–2779. CiteSeerX 10.1.1.308.9135. doi:10.1162/neco.2007.19.10.2756. PMID 17716011. S2CID 2295736.
Lin, Chih-Jen (2007). "On the Convergence of Multiplicative Update Algorithms for Nonnegative Matrix Factorization". IEEE Transactions on Neural Networks. 18 (6): 1589–1596. CiteSeerX 10.1.1.407.318. doi:10.1109/TNN.2007.895831. S2CID 2183630.
Naiyang Guan; Dacheng Tao; Zhigang Luo; Bo Yuan (June 2012). "NeNMF: An Optimal Gradient Method for Nonnegative Matrix Factorization". IEEE Transactions on Signal Processing. 60 (6): 2882–2898. Bibcode:2012ITSP...60.2882G. doi:10.1109/TSP.2012.2190406. S2CID 8143231.
Jingu Kim; Yunlong He & Haesun Park (2013). "Algorithms for nonnegative matrix and tensor factorizations: A unified view based on block coordinate descent framework" (PDF). Journal of Global Optimization. 33 (2): 285–319. doi:10.1007/s10898-013-0035-4. S2CID 11197117.
Soummer, Rémi; Pueyo, Laurent; Larkin, James (2012). "Detection and Characterization of Exoplanets and Disks Using Projections on Karhunen-Loève Eigenimages". The Astrophysical Journal Letters. 755 (2): L28. arXiv:1207.4197. Bibcode:2012ApJ...755L..28S. doi:10.1088/2041-8205/755/2/L28. S2CID 51088743.
Pueyo, Laurent (2016). "Detection and Characterization of Exoplanets using Projections on Karhunen Loeve Eigenimages: Forward Modeling". The Astrophysical Journal. 824 (2): 117. arXiv:1604.06097. Bibcode:2016ApJ...824..117P. doi:10.3847/0004-637X/824/2/117. S2CID 118349503.
Lee, Daniel D.; Sebastian, Seung, H. (1999). "Learning the parts of objects by non-negative matrix factorization" (PDF). Nature. 401 (6755): 788–791. Bibcode:1999Natur.401..788L. doi:10.1038/44565. PMID 10548103. S2CID 4428232.{{cite journal}}: CS1 maint: multiple names: authors list (link)
Eggert, J.; Korner, E. (2004). "Sparse coding and NMF". 2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541). Vol. 4. pp. 2529–2533. doi:10.1109/IJCNN.2004.1381036. ISBN 978-0-7803-8359-3. S2CID 17923083.
Lafrenière, David; Maroid, Christian; Doyon, René; Barman, Travis (2009). "HST/NICMOS Detection of HR 8799 b in 1998". The Astrophysical Journal Letters. 694 (2): L148. arXiv:0902.3247. Bibcode:2009ApJ...694L.148L. doi:10.1088/0004-637X/694/2/L148. S2CID 7332750.
Amara, Adam; Quanz, Sascha P. (2012). "PYNPOINT: an image processing package for finding exoplanets". Monthly Notices of the Royal Astronomical Society. 427 (2): 948. arXiv:1207.6637. Bibcode:2012MNRAS.427..948A. doi:10.1111/j.1365-2966.2012.21918.x. S2CID 119200505.
Wahhaj, Zahed; Cieza, Lucas A.; Mawet, Dimitri; Yang, Bin; Canovas, Hector; de Boer, Jozua; Casassus, Simon; Ménard, François; Schreiber, Matthias R.; Liu, Michael C.; Biller, Beth A.; Nielsen, Eric L.; Hayward, Thomas L. (2015). "Improving signal-to-noise in the direct imaging of exoplanets and circumstellar disks with MLOCI". Astronomy & Astrophysics. 581 (24): A24. arXiv:1502.03092. Bibcode:2015A&A...581A..24W. doi:10.1051/0004-6361/201525837. S2CID 20174209.
Nielsen, Finn Årup; Balslev, Daniela; Hansen, Lars Kai (2005). "Mining the posterior cingulate: segregation between memory and pain components" (PDF). NeuroImage. 27 (3): 520–522. doi:10.1016/j.neuroimage.2005.04.034. PMID 15946864. S2CID 18509039.
Berry, Michael W.; Browne, Murray (2005). "Email Surveillance Using Non-negative Matrix Factorization". Computational and Mathematical Organization Theory. 11 (3): 249–264. doi:10.1007/s10588-005-5380-5. S2CID 16249147.
Yun Mao; Lawrence Saul & Jonathan M. Smith (2006). "IDES: An Internet Distance Estimation Service for Large Networks". IEEE Journal on Selected Areas in Communications. 24 (12): 2273–2284. CiteSeerX 10.1.1.136.3837. doi:10.1109/JSAC.2006.884026. S2CID 12931155.
Yang Chen; Xiao Wang; Cong Shi; et al. (2011). "Phoenix: A Weight-based Network Coordinate System Using Matrix Factorization" (PDF). IEEE Transactions on Network and Service Management. 8 (4): 334–347. CiteSeerX 10.1.1.300.2851. doi:10.1109/tnsm.2011.110911.100079. S2CID 8079061. Archived from the original (PDF) on 2011-11-14.
Ding; Li; Peng; Park (2006). "Orthogonal nonnegative matrix t-factorizations for clustering". Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining. pp. 126–135. doi:10.1145/1150402.1150420. ISBN 1595933395. S2CID 165018.
Ceddia; Pinoli; Ceri; Masseroli (2020). "Matrix factorization-based technique for drug repurposing predictions". IEEE Journal of Biomedical and Health Informatics. 24 (11): 3162–3172. doi:10.1109/JBHI.2020.2991763. PMID 32365039. S2CID 218504587.
Pinoli; Ceddia; Ceri; Masseroli (2021). "Predicting drug synergism by means of non-negative matrix tri-factorization". IEEE/ACM Transactions on Computational Biology and Bioinformatics. PP (4): 1956–1967. doi:10.1109/TCBB.2021.3091814. PMID 34166199. S2CID 235634059.
DiPaola; Bazin; Aubry; Aurengo; Cavailloles; Herry; Kahn (1982). "Handling of dynamic sequences in nuclear medicine". IEEE Trans Nucl Sci. 29 (4): 1310–21. Bibcode:1982ITNS...29.1310D. doi:10.1109/tns.1982.4332188. S2CID 37186516.
Sitek; Gullberg; Huesman (2002). "Correction for ambiguous solutions in factor analysis using a penalized least squares objective". IEEE Trans Med Imaging. 21 (3): 216–25. doi:10.1109/42.996340. PMID 11989846. S2CID 6553527.
Abdalah; Boutchko; Mitra; Gullberg (2015). "Reconstruction of 4-D Dynamic SPECT Images From Inconsistent Projections Using a Spline Initialized FADS Algorithm (SIFADS)". IEEE Trans Med Imaging. 34 (1): 216–18. doi:10.1109/TMI.2014.2352033. PMID 25167546. S2CID 11060831.
Dong Wang; Ravichander Vipperla; Nick Evans; Thomas Fang Zheng (2013). "Online Non-Negative Convolutive Pattern Learning for Speech Signals" (PDF). IEEE Transactions on Signal Processing. 61 (1): 44–56. Bibcode:2013ITSP...61...44W. CiteSeerX 10.1.1.707.7348. doi:10.1109/tsp.2012.2222381. S2CID 12530378. Archived from the original (PDF) on 2015-04-19. Retrieved 2015-04-19.
Jialu Liu; Chi Wang; Jing Gao & Jiawei Han (2013). "Multi-View Clustering via Joint Nonnegative Matrix Factorization". Proceedings of the 2013 SIAM International Conference on Data Mining (PDF). pp. 252–260. CiteSeerX 10.1.1.301.1771. doi:10.1137/1.9781611972832.28. ISBN 978-1-61197-262-7. S2CID 4968.

smallk.github.io

Jingu Kim; Yunlong He & Haesun Park (2013). "Algorithms for nonnegative matrix and tensor factorizations: A unified view based on block coordinate descent framework" (PDF). Journal of Global Optimization. 33 (2): 285–319. doi:10.1007/s10898-013-0035-4. S2CID 11197117.

tsinghua.edu.cn

cslt.riit.tsinghua.edu.cn

Dong Wang; Ravichander Vipperla; Nick Evans; Thomas Fang Zheng (2013). "Online Non-Negative Convolutive Pattern Learning for Speech Signals" (PDF). IEEE Transactions on Signal Processing. 61 (1): 44–56. Bibcode:2013ITSP...61...44W. CiteSeerX 10.1.1.707.7348. doi:10.1109/tsp.2012.2222381. S2CID 12530378. Archived from the original (PDF) on 2015-04-19. Retrieved 2015-04-19.

umass.edu

rio.ecs.umass.edu

Jiangtao Yin; Lixin Gao & Zhongfei (Mark) Zhang (2014). "Scalable Nonnegative Matrix Factorization with Block-wise Updates" (PDF). Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases.

uta.edu

ranger.uta.edu

C. Ding, X. He, H.D. Simon (2005). "On the Equivalence of Nonnegative Matrix Factorization and Spectral Clustering". Proc. SIAM Int'l Conf. Data Mining, pp. 606-610. May 2005

utexas.edu

cs.utexas.edu

Hsieh, C. J.; Dhillon, I. S. (2011). Fast coordinate descent methods with variable selection for non-negative matrix factorization (PDF). Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11. p. 1064. doi:10.1145/2020408.2020577. ISBN 9781450308137.

web.archive.org

Ding C, Li Y, Peng W (2008). "On the equivalence between non-negative matrix factorization and probabilistic latent semantic indexing" (PDF). Computational Statistics & Data Analysis. 52 (8): 3913–3927. doi:10.1016/j.csda.2008.01.011. Archived from the original (PDF) on 2016-03-04.
Eric Gaussier & Cyril Goutte (2005). Relation between PLSA and NMF and Implications (PDF). Proc. 28th international ACM SIGIR conference on Research and development in information retrieval (SIGIR-05). pp. 601–602. Archived from the original (PDF) on 2007-09-28. Retrieved 2007-01-29.
Yang Chen; Xiao Wang; Cong Shi; et al. (2011). "Phoenix: A Weight-based Network Coordinate System Using Matrix Factorization" (PDF). IEEE Transactions on Network and Service Management. 8 (4): 334–347. CiteSeerX 10.1.1.300.2851. doi:10.1109/tnsm.2011.110911.100079. S2CID 8079061. Archived from the original (PDF) on 2011-11-14.
Dong Wang; Ravichander Vipperla; Nick Evans; Thomas Fang Zheng (2013). "Online Non-Negative Convolutive Pattern Learning for Speech Signals" (PDF). IEEE Transactions on Signal Processing. 61 (1): 44–56. Bibcode:2013ITSP...61...44W. CiteSeerX 10.1.1.707.7348. doi:10.1109/tsp.2012.2222381. S2CID 12530378. Archived from the original (PDF) on 2015-04-19. Retrieved 2015-04-19.
Xiangnan He; Min-Yen Kan; Peichu Xie & Xiao Chen (2014). "Comment-based Multi-View Clustering of Web 2.0 Items" (PDF). Proceedings of the 23rd International World Wide Web Conference. Archived from the original (PDF) on 2015-04-02. Retrieved 2015-03-22.

wikidata.org

Pentti Paatero; Unto Tapper; Pasi Aalto; Markku Kulmala (1991). "Matrix factorization methods for analysing diffusion battery data". Journal of Aerosol Science. 22: S273–S276. doi:10.1016/S0021-8502(05)80089-8. ISSN 0021-8502. Wikidata Q58065673.
Pentti Paatero; Unto Tapper (June 1994). "Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values". Environmetrics. 5 (2): 111–126. doi:10.1002/ENV.3170050203. ISSN 1180-4009. Wikidata Q29308406.

wiley.com

onlinelibrary.wiley.com

Pentti Paatero; Unto Tapper (June 1994). "Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values". Environmetrics. 5 (2): 111–126. doi:10.1002/ENV.3170050203. ISSN 1180-4009. Wikidata Q29308406.

worldcat.org

search.worldcat.org

Pentti Paatero; Unto Tapper; Pasi Aalto; Markku Kulmala (1991). "Matrix factorization methods for analysing diffusion battery data". Journal of Aerosol Science. 22: S273–S276. doi:10.1016/S0021-8502(05)80089-8. ISSN 0021-8502. Wikidata Q58065673.
Pentti Paatero; Unto Tapper (June 1994). "Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values". Environmetrics. 5 (2): 111–126. doi:10.1002/ENV.3170050203. ISSN 1180-4009. Wikidata Q29308406.
Hafshejani, Sajad Fathi; Moaberfard, Zahra (November 2022). "Initialization for Nonnegative Matrix Factorization: a Comprehensive Review". International Journal of Data Science and Analytics. 16 (1): 119–134. arXiv:2109.03874. doi:10.1007/s41060-022-00370-9. ISSN 2364-415X.
Berné, O.; Joblin, C.; Deville, Y.; Smith, J. D.; Rapacioli, M.; Bernard, J. P.; Thomas, J.; Reach, W.; Abergel, A. (2007-07-01). "Analysis of the emission of very small dust particles from Spitzer spectro-imagery data using blind signal separation methods". Astronomy & Astrophysics. 469 (2): 575–586. arXiv:astro-ph/0703072. Bibcode:2007A&A...469..575B. doi:10.1051/0004-6361:20066282. ISSN 0004-6361.
Alexandrov, Ludmil B.; Nik-Zainal, Serena; Wedge, David C.; Campbell, Peter J.; Stratton, Michael R. (2013-01-31). "Deciphering signatures of mutational processes operative in human cancer". Cell Reports. 3 (1): 246–259. doi:10.1016/j.celrep.2012.12.008. ISSN 2211-1247. PMC 3588146. PMID 23318258.
Stein-O’Brien, Genevieve L.; Arora, Raman; Culhane, Aedin C.; Favorov, Alexander V.; Garmire, Lana X.; Greene, Casey S.; Goff, Loyal A.; Li, Yifeng; Ngom, Aloune; Ochs, Michael F.; Xu, Yanxun (2018-10-01). "Enter the Matrix: Factorization Uncovers Knowledge from Omics". Trends in Genetics. 34 (10): 790–805. doi:10.1016/j.tig.2018.07.003. ISSN 0168-9525. PMC 6309559. PMID 30143323.