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SVD based initialization: A head start for nonnegative matrix factorization

Pattern Recognition · 2007 · Vol. 41(4) · pp. 1350–1362

Christos Boutsidis✉(Rensselaer Polytechnic Institute)Efstratios Gallopoulos(University of Patras)

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Matrix Theory and Algorithms Blind Source Separation Techniques Tensor decomposition and applicationsInitializationNon-negative matrix factorizationSingular value decompositionMatrix decompositionRank (graph theory)Matrix (chemical analysis)Incomplete LU factorizationAlgorithmMathematicsFactorization

Funding

University of Patras

Citations

697

FWCI

10.17

field-weighted impact

References

53

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99%

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References

Concept Decompositions for Large Sparse Text Data Using Clustering

Machine Learning · 2001 · 1,290 citations

Learning the parts of objects by non-negative matrix factorization

Nature · 1999 · 13,873 citations

Nonlinear Programming

Journal of the Operational Research Society · 1997 · 10,911 citations

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