FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2113784667> ?p ?o ?g. }

• W2113784667 abstract "Fuzzy c-means (FCM) clustering is the method for partitioning data into clusters by minimizing an objective function. Therefore, it is important to devise an objective function from which a simple clustering algorithm can be derived. An entropy term was introduced by S. Miyamoto in the FCM objective function. We proposed an objective function of the fuzzy counterpart of Gaussian mixture models (GMMs) clustering. The objective function is based on Kullback-Leibler divergence instead of the entropy. S. Miyamoto derived a hard clustering algorithm by linearizing the K-L divergence term of the objective function. In the hard c-means (HCM) clustering approach, covariance matrices are decision variables. For quick and stable convergence of FCM-like clustering, this paper proposes the semi-hard clustering approach by constraining the membership in an interval [ab]. The semi-hard clustering result is used for a classifier design. The membership function suggested by the generalized FCM and K-L based FCM is used for the classifier. The values of hyperparameters are searched by particle swarm optimization (PSO). In terms of classification performance on UCI benchmark data, the classifier is comparable to the support vector machine (SVM) and surpasses the k-nearest neighbor (k-NN) classifier. The computation time of FCM classifier for training a large scale data set is smaller than that of the SVM classifier with decomposition and working set selection algorithms." @default.
• W2113784667 created "2016-06-24" @default.
• W2113784667 creator A5026579560 @default.
• W2113784667 creator A5065073668 @default.
• W2113784667 creator A5068927261 @default.
• W2113784667 date "2010-07-01" @default.
• W2113784667 modified "2023-09-27" @default.
• W2113784667 title "Semi-hard c-means clustering with application to classifier design" @default.
• W2113784667 cites W1576520375 @default.
• W2113784667 cites W1761010383 @default.
• W2113784667 cites W194030838 @default.
• W2113784667 cites W1987801991 @default.
• W2113784667 cites W2049633694 @default.
• W2113784667 cites W2097021296 @default.
• W2113784667 cites W2107584181 @default.
• W2113784667 cites W2109364787 @default.
• W2113784667 cites W2113076747 @default.
• W2113784667 cites W2120688485 @default.
• W2113784667 cites W2140742659 @default.
• W2113784667 cites W2146610201 @default.
• W2113784667 cites W2150122629 @default.
• W2113784667 cites W2151388232 @default.
• W2113784667 cites W2152195021 @default.
• W2113784667 cites W2153244687 @default.
• W2113784667 cites W3009784374 @default.
• W2113784667 cites W3017143921 @default.
• W2113784667 cites W315572163 @default.
• W2113784667 cites W3176049587 @default.
• W2113784667 cites W2167451810 @default.
• W2113784667 doi "https://doi.org/10.1109/fuzzy.2010.5584553" @default.
• W2113784667 hasPublicationYear "2010" @default.
• W2113784667 type Work @default.
• W2113784667 sameAs 2113784667 @default.
• W2113784667 citedByCount "5" @default.
• W2113784667 countsByYear W21137846672012 @default.
• W2113784667 countsByYear W21137846672013 @default.
• W2113784667 crossrefType "proceedings-article" @default.
• W2113784667 hasAuthorship W2113784667A5026579560 @default.
• W2113784667 hasAuthorship W2113784667A5065073668 @default.
• W2113784667 hasAuthorship W2113784667A5068927261 @default.
• W2113784667 hasConcept C153180895 @default.
• W2113784667 hasConcept C154945302 @default.
• W2113784667 hasConcept C17212007 @default.
• W2113784667 hasConcept C173102733 @default.
• W2113784667 hasConcept C33923547 @default.
• W2113784667 hasConcept C41008148 @default.
• W2113784667 hasConcept C73555534 @default.
• W2113784667 hasConcept C94641424 @default.
• W2113784667 hasConcept C95623464 @default.
• W2113784667 hasConceptScore W2113784667C153180895 @default.
• W2113784667 hasConceptScore W2113784667C154945302 @default.
• W2113784667 hasConceptScore W2113784667C17212007 @default.
• W2113784667 hasConceptScore W2113784667C173102733 @default.
• W2113784667 hasConceptScore W2113784667C33923547 @default.
• W2113784667 hasConceptScore W2113784667C41008148 @default.
• W2113784667 hasConceptScore W2113784667C73555534 @default.
• W2113784667 hasConceptScore W2113784667C94641424 @default.
• W2113784667 hasConceptScore W2113784667C95623464 @default.
• W2113784667 hasLocation W21137846671 @default.
• W2113784667 hasOpenAccess W2113784667 @default.
• W2113784667 hasPrimaryLocation W21137846671 @default.
• W2113784667 hasRelatedWork W2006684151 @default.
• W2113784667 hasRelatedWork W2090310580 @default.
• W2113784667 hasRelatedWork W2126150009 @default.
• W2113784667 hasRelatedWork W2165072031 @default.
• W2113784667 hasRelatedWork W2171530835 @default.
• W2113784667 hasRelatedWork W2294768296 @default.
• W2113784667 hasRelatedWork W2782343467 @default.
• W2113784667 hasRelatedWork W2889059817 @default.
• W2113784667 hasRelatedWork W1822914510 @default.
• W2113784667 hasRelatedWork W2564101421 @default.
• W2113784667 isParatext "false" @default.
• W2113784667 isRetracted "false" @default.
• W2113784667 magId "2113784667" @default.
• W2113784667 workType "article" @default.