Matches in SemOpenAlex for { <https://semopenalex.org/work/W1547060653> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W1547060653 endingPage "39" @default.
- W1547060653 startingPage "32" @default.
- W1547060653 abstract "In this paper we discus a wide class of loss (cost) functions for non-negative matrix factorization (NMF) and derive several novel algorithms with improved efficiency and robustness to noise and outliers. We review several approaches which allow us to obtain generalized forms of multiplicative NMF algorithms and unify some existing algorithms. We give also the flexible and relaxed form of the NMF algorithms to increase convergence speed and impose some desired constraints such as sparsity and smoothness of components. Moreover, the effects of various regularization terms and constraints are clearly shown. The scope of these results is vast since the proposed generalized divergence functions include quite large number of useful loss functions such as the squared Euclidean distance,Kulback-Leibler divergence, Itakura-Saito, Hellinger, Pearson’s chi-square, and Neyman’s chi-square distances, etc. We have applied successfully the developed algorithms to blind (or semi blind) source separation (BSS) where sources can be generally statistically dependent, however they satisfy some other conditions or additional constraints such as nonnegativity, sparsity and/or smoothness." @default.
- W1547060653 created "2016-06-24" @default.
- W1547060653 creator A5018676117 @default.
- W1547060653 creator A5022656662 @default.
- W1547060653 creator A5055812530 @default.
- W1547060653 date "2006-01-01" @default.
- W1547060653 modified "2023-10-03" @default.
- W1547060653 title "Csiszár’s Divergences for Non-negative Matrix Factorization: Family of New Algorithms" @default.
- W1547060653 cites W1520168181 @default.
- W1547060653 cites W1902027874 @default.
- W1547060653 cites W2036632921 @default.
- W1547060653 cites W2099595379 @default.
- W1547060653 cites W2134306264 @default.
- W1547060653 cites W2137573778 @default.
- W1547060653 doi "https://doi.org/10.1007/11679363_5" @default.
- W1547060653 hasPublicationYear "2006" @default.
- W1547060653 type Work @default.
- W1547060653 sameAs 1547060653 @default.
- W1547060653 citedByCount "214" @default.
- W1547060653 countsByYear W15470606532012 @default.
- W1547060653 countsByYear W15470606532013 @default.
- W1547060653 countsByYear W15470606532014 @default.
- W1547060653 countsByYear W15470606532015 @default.
- W1547060653 countsByYear W15470606532016 @default.
- W1547060653 countsByYear W15470606532017 @default.
- W1547060653 countsByYear W15470606532018 @default.
- W1547060653 countsByYear W15470606532019 @default.
- W1547060653 countsByYear W15470606532020 @default.
- W1547060653 countsByYear W15470606532021 @default.
- W1547060653 countsByYear W15470606532022 @default.
- W1547060653 countsByYear W15470606532023 @default.
- W1547060653 crossrefType "book-chapter" @default.
- W1547060653 hasAuthorship W1547060653A5018676117 @default.
- W1547060653 hasAuthorship W1547060653A5022656662 @default.
- W1547060653 hasAuthorship W1547060653A5055812530 @default.
- W1547060653 hasConcept C104317684 @default.
- W1547060653 hasConcept C11413529 @default.
- W1547060653 hasConcept C121332964 @default.
- W1547060653 hasConcept C126255220 @default.
- W1547060653 hasConcept C134306372 @default.
- W1547060653 hasConcept C138885662 @default.
- W1547060653 hasConcept C152671427 @default.
- W1547060653 hasConcept C154945302 @default.
- W1547060653 hasConcept C158693339 @default.
- W1547060653 hasConcept C185592680 @default.
- W1547060653 hasConcept C207390915 @default.
- W1547060653 hasConcept C33923547 @default.
- W1547060653 hasConcept C41008148 @default.
- W1547060653 hasConcept C41895202 @default.
- W1547060653 hasConcept C42355184 @default.
- W1547060653 hasConcept C42747912 @default.
- W1547060653 hasConcept C55493867 @default.
- W1547060653 hasConcept C62520636 @default.
- W1547060653 hasConcept C63479239 @default.
- W1547060653 hasConcept C79337645 @default.
- W1547060653 hasConceptScore W1547060653C104317684 @default.
- W1547060653 hasConceptScore W1547060653C11413529 @default.
- W1547060653 hasConceptScore W1547060653C121332964 @default.
- W1547060653 hasConceptScore W1547060653C126255220 @default.
- W1547060653 hasConceptScore W1547060653C134306372 @default.
- W1547060653 hasConceptScore W1547060653C138885662 @default.
- W1547060653 hasConceptScore W1547060653C152671427 @default.
- W1547060653 hasConceptScore W1547060653C154945302 @default.
- W1547060653 hasConceptScore W1547060653C158693339 @default.
- W1547060653 hasConceptScore W1547060653C185592680 @default.
- W1547060653 hasConceptScore W1547060653C207390915 @default.
- W1547060653 hasConceptScore W1547060653C33923547 @default.
- W1547060653 hasConceptScore W1547060653C41008148 @default.
- W1547060653 hasConceptScore W1547060653C41895202 @default.
- W1547060653 hasConceptScore W1547060653C42355184 @default.
- W1547060653 hasConceptScore W1547060653C42747912 @default.
- W1547060653 hasConceptScore W1547060653C55493867 @default.
- W1547060653 hasConceptScore W1547060653C62520636 @default.
- W1547060653 hasConceptScore W1547060653C63479239 @default.
- W1547060653 hasConceptScore W1547060653C79337645 @default.
- W1547060653 hasLocation W15470606531 @default.
- W1547060653 hasOpenAccess W1547060653 @default.
- W1547060653 hasPrimaryLocation W15470606531 @default.
- W1547060653 hasRelatedWork W1132721502 @default.
- W1547060653 hasRelatedWork W2035251334 @default.
- W1547060653 hasRelatedWork W2037001019 @default.
- W1547060653 hasRelatedWork W2094248175 @default.
- W1547060653 hasRelatedWork W2111343997 @default.
- W1547060653 hasRelatedWork W2169954286 @default.
- W1547060653 hasRelatedWork W2491347989 @default.
- W1547060653 hasRelatedWork W3016385966 @default.
- W1547060653 hasRelatedWork W4287255242 @default.
- W1547060653 hasRelatedWork W4308671586 @default.
- W1547060653 isParatext "false" @default.
- W1547060653 isRetracted "false" @default.
- W1547060653 magId "1547060653" @default.
- W1547060653 workType "book-chapter" @default.