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Multi-view clustering guided by unconstrained non-negative matrix factorization
Knowledge-Based Systems, 2023Ping Deng+5 more
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Rank-Adaptive Non-Negative Matrix Factorization
Cognitive Computation, 2018Dimension reduction is a challenge task in data processing, especially in high-dimensional data processing area. Non-negative matrix factorization (NMF), as a classical dimension reduction method, has a contribution to the parts-based representation for the characteristics of non-negative constraints in the NMF algorithm.
Tianming Liang+3 more
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Initialization enhancer for non-negative matrix factorization
Engineering Applications of Artificial Intelligence, 2007Non-negative matrix factorization (NMF), proposed recently by Lee and Seung, has been applied to many areas such as dimensionality reduction, image classification image compression, and so on. Based on traditional NMF, researchers have put forward several new algorithms to improve its performance.
Jie Yang, Yitan Zhu, Zhonglong Zheng
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Convex Non-negative Matrix Factorization in the Wild
2009 Ninth IEEE International Conference on Data Mining, 2009Non-negative matrix factorization (NMF) has recently received a lot of attention in data mining, information retrieval, and computer vision. It factorizes a non-negative input matrix V into two non-negative matrix factors V = WH such that W describes "clusters" of the datasets.
Christian Bauckhage+2 more
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Soft-label guided non-negative matrix factorization for unsupervised feature selection
Expert systems with applications, 2023Shixuan Zhou+3 more
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An enhanced EMG-driven Musculoskeletal model based on non-negative matrix factorization
Biomedical Signal Processing and Control, 2023Jianmin Li, Ruyi Wang, Lizhi Pan
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Learning the parts of objects by non-negative matrix factorization
Nature, 1999Daniel D. Lee, H. S. Seung
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Multi-view data clustering via non-negative matrix factorization with manifold regularization
International Journal of Machine Learning and Cybernetics, 2021G. Khan+4 more
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Document clustering based on non-negative matrix factorization
Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2003W. Xu, Xin Liu, Yihong Gong
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