Articles with "concept factorization" as a keyword



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Hyper-graph regularized discriminative concept factorization for data representation

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Published in 2018 at "Soft Computing"

DOI: 10.1007/s00500-017-2636-1

Abstract: For the tasks of pattern analysis and recognition, nonnegative matrix factorization and concept factorization (CF) have attracted much attention due to its effective application to find the meaningful low-dimensional representation of data. However, they neglect… read more here.

Keywords: graph regularized; factorization; hyper graph; concept factorization ... See more keywords
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Dual-Graph Global and Local Concept Factorization for Data Clustering.

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Published in 2022 at "IEEE transactions on neural networks and learning systems"

DOI: 10.1109/tnnls.2022.3177433

Abstract: Considering a wide range of applications of nonnegative matrix factorization (NMF), many NMF and their variants have been developed. Since previous NMF methods cannot fully describe complex inner global and local manifold structures of the… read more here.

Keywords: concept factorization; local concept; graph global; factorization ... See more keywords