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Self-supervised semi-supervised nonnegative matrix factorization for data clustering
Pattern Recognition, 2022Jovan Chavoshinejad +3 more
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Nonnegative Matrix Factorization
Proceedings of the 2015 ACM International Symposium on Symbolic and Algebraic Computation, 2015How quickly can we compute the nonnegative rank (r) of an m x n matrix? This problem ---- and the companion problem of finding a nonnegative matrix factorization with minimum inner-dimension ---- has a rich history, with applications in quantum mechanics, probability theory, data analysis, communication complexity and polyhedral combinatorics.
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The rise of nonnegative matrix factorization: Algorithms and applications
Information SystemsYi-Ting Guo +2 more
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Generalized Separable Nonnegative Matrix Factorization
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021Junjun Pan, Nicolas Gillis
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Algorithms and applications for approximate nonnegative matrix factorization
Computational Statistics and Data Analysis, 2007Michael W Berry +2 more
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Robust Manifold Nonnegative Matrix Factorization
ACM Transactions on Knowledge Discovery From Data, 2014Feiping Nie, Heng Huang, Chris Ding
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SVD based initialization: A head start for nonnegative matrix factorization
Pattern Recognition, 2008Efstratios Gallopoulos
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Constrained Nonnegative Matrix Factorization for Image Representation
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2012Haifeng Liu, Deng Cai, Xuelong Li
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An alternating direction algorithm for matrix completion with nonnegative factors
Frontiers of Mathematics in China, 2012Yangyang Xu, Wotao Yin, Zaiwen Wen
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