Multiple graph regularized nonnegative matrix factorization

DOI10.1016/j.patcog.2013.03.007zbMath1323.68460OpenAlexW1994251758MaRDI QIDQ888579

Jim Jing-Yan Wang, Halima Bensmail, Xin Gao

Publication date: 2 November 2015

Published in: Pattern Recognition (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.patcog.2013.03.007

zbMATH Keywords

nonnegative matrix factorizationdata representationgraph Laplacianensemble manifold regularization

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10) Medical applications (general) (92C50) Graphs and linear algebra (matrices, eigenvalues, etc.) (05C50) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20)

Related Items (11)

Graph regularized nonnegative matrix factorization for temporal link prediction in dynamic networks ⋮ Detecting communities in 2-mode networks via fast nonnegative matrix trifactorization ⋮ Matrixized learning machine with modified pairwise constraints ⋮ Low-rank matrix factorization with multiple hypergraph regularizer ⋮ Max-min distance nonnegative matrix factorization ⋮ Orthogonal optimal reverse prediction for semi-supervised learning ⋮ Robust structure preserving nonnegative matrix factorization for dimensionality reduction ⋮ Adaptive multiple graph regularized semi-supervised extreme learning machine ⋮ Multi-manifold matrix decomposition for data co-clustering ⋮ Multiple graph regularized graph transduction via greedy gradient Max-Cut ⋮ Nonnegative matrix factorization with Hessian regularizer

Cites Work

• Group coordinate descent algorithms for nonconvex penalized regression
• Using underapproximations for sparse nonnegative matrix factorization
• Improving a Lagrangian decomposition for the unconstrained binary quadratic programming problem
• Inexact block coordinate descent methods with application to non-negative matrix factorization
• NeNMF: An Optimal Gradient Method for Nonnegative Matrix Factorization

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