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Non-negative and sparse spectral clustering

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Publication:898301
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DOI10.1016/J.PATCOG.2013.07.003zbMath1326.68231OpenAlexW1989773214MaRDI QIDQ898301

Hongtao Lu, Zhenyong Fu, Xin Shu

Publication date: 8 December 2015

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

Full work available at URL: https://doi.org/10.1016/j.patcog.2013.07.003


zbMATH Keywords

spectral clusteringsparsenessnon-negative matrix factorizationnormalized cutratio cut


Mathematics Subject Classification ID

Applications of graph theory (05C90) Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10) Graphs and linear algebra (matrices, eigenvalues, etc.) (05C50)


Related Items (2)

Data Analytics on Graphs Part I: Graphs and Spectra on Graphs ⋮ Global discriminative-based nonnegative spectral clustering


Uses Software

  • UCI-ml
  • Graclus



Cites Work

  • Multiway spectral clustering: a margin-based perspective
  • Learning the parts of objects by non-negative matrix factorization
  • Projected Gradient Methods for Nonnegative Matrix Factorization
  • For most large underdetermined systems of linear equations the minimal 𝓁1‐norm solution is also the sparsest solution
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