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NMFLAB

Toolboxes for NMF (Non-negative Matrix Factorization) and NTF (Non-negative Tensor Factorization) for BSS (Blind Source Separation)

Keywords for this software

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  • nonnegative matrix factorization
  • NMF
  • singular value decomposition
  • constrained least squares
  • nonnegative matrix approximation
  • projected Newton methods
  • image processing
  • sparse factorization
  • least-squares
  • BSS
  • KL divergence
  • blind source separation
  • numerical examples
  • text mining
  • rank-one residue iteration
  • sparse NMF
  • SVD
  • conjugate gradient
  • non-negative matrix factorization
  • descent method
  • active sets
  • spectral data analysis
  • low rank
  • non-negative ICA
  • factorization
  • structured initialization
  • fast block coordinate method
  • email surveillance
  • convergence analysis
  • Perron-Frobenius

  • URL: www.bsp.brain.riken.jp...
  • InternetArchive
  • Authors: Cichocki A, Zdunek R

  • Add information on this software.


  • Related software:
  • Multilinear Engine
  • bioNMF
  • ICALAB
  • Matlab
  • svdpack
  • TMG
  • TensorToolbox
  • PROPACK

References in zbMATH (referenced in 7 articles )

Showing results 1 to 7 of 7.
y Sorted by year (citations)

  1. Ho, Ngoc-Diep; Van Dooren, Paul; Blondel, Vincent D.: Descent methods for nonnegative matrix factorization (2011)
  2. Zhang, Zhong-Yuan: Divergence functions of non negative matrix factorization: a comparison study (2011)
  3. Yang, Shangming; Yi, Zhang: Convergence analysis of non-negative matrix factorization for BSS algorithm (2010) ioport
  4. Boutsidis, C.; Gallopoulos, E.: SVD based initialization: A head start for nonnegative matrix factorization (2008)
  5. Kim, Dongmin; Sra, Suvrit; Dhillon, Inderjit S.: Fast projection-based methods for the least squares nonnegative matrix approximation problem (2008)
  6. Berry, Michael W.; Browne, Murray; Langville, Amy N.; Pauca, V. Paul; Plemmons, Robert J.: Algorithms and applications for approximate nonnegative matrix factorization (2007)
  7. Cichocki, Andrzej; Zdunek, Rafal; Amari, Shun-ichi: Hierarchical ALS algorithms for nonnegative matrix and 3D tensor factorization (2007)

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  • MSC classification / top
    • Top MSC classes
      • 15 Linear and multilinear...
      • 62 Statistics
      • 65 Numerical analysis
      • 68 Computer science
      • 90 Optimization
    • Other MSC classes
      • 94 Information and...

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