Matches in SemOpenAlex for { <https://semopenalex.org/work/W2095679991> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W2095679991 endingPage "837" @default.
- W2095679991 startingPage "829" @default.
- W2095679991 abstract "<para xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink> Fuzzy clustering has emerged as a fundamental technique of information granulation. In this study, we introduce and discuss multivariable encoding and decoding mechanisms (referred altogether as a reconstruction problem) expressed in the language of fuzzy sets and fuzzy relations. The underlying performance index associated with the problem helps quantify a reconstruction error that arises when transforming a numeric datum through fuzzy sets (relations) and then reconstructing it into an original numeric format. The clustering platform considered in this study concerns the well-known algorithm of Fuzzy C-Means (FCM). The main design aspects deal with the relationships between the number of clusters versus the reconstruction properties and the resulting reconstruction error. The impact of the fuzzification coefficient on the reconstruction quality is investigated. This finding is of interest, given the fact that predominantly all applications involving FCM use the value of the fuzzification coefficient equal to 2. In light of the completed experiments, we demonstrate that this selection may not be experimentally legitimate. We also carry out a comparative analysis of the reconstruction properties of the Boolean decoding that is induced by the fuzzy partition. Experimental investigations involve selected machine learning data. </para>" @default.
- W2095679991 created "2016-06-24" @default.
- W2095679991 creator A5003799782 @default.
- W2095679991 creator A5076045231 @default.
- W2095679991 date "2008-04-01" @default.
- W2095679991 modified "2023-09-23" @default.
- W2095679991 title "A Development of Fuzzy Encoding and Decoding Through Fuzzy Clustering" @default.
- W2095679991 cites W1524157153 @default.
- W2095679991 cites W1634005169 @default.
- W2095679991 cites W1979804615 @default.
- W2095679991 cites W1998890596 @default.
- W2095679991 cites W2007141069 @default.
- W2095679991 cites W2047777882 @default.
- W2095679991 cites W2055310850 @default.
- W2095679991 cites W2072514525 @default.
- W2095679991 cites W2098020206 @default.
- W2095679991 cites W2113076747 @default.
- W2095679991 cites W2127327277 @default.
- W2095679991 cites W2150593711 @default.
- W2095679991 cites W2153676086 @default.
- W2095679991 cites W2165445420 @default.
- W2095679991 cites W2167180510 @default.
- W2095679991 cites W2798919688 @default.
- W2095679991 cites W2914835298 @default.
- W2095679991 cites W2983772250 @default.
- W2095679991 cites W2985237160 @default.
- W2095679991 doi "https://doi.org/10.1109/tim.2007.913809" @default.
- W2095679991 hasPublicationYear "2008" @default.
- W2095679991 type Work @default.
- W2095679991 sameAs 2095679991 @default.
- W2095679991 citedByCount "76" @default.
- W2095679991 countsByYear W20956799912012 @default.
- W2095679991 countsByYear W20956799912013 @default.
- W2095679991 countsByYear W20956799912014 @default.
- W2095679991 countsByYear W20956799912015 @default.
- W2095679991 countsByYear W20956799912016 @default.
- W2095679991 countsByYear W20956799912017 @default.
- W2095679991 countsByYear W20956799912018 @default.
- W2095679991 countsByYear W20956799912019 @default.
- W2095679991 countsByYear W20956799912020 @default.
- W2095679991 countsByYear W20956799912021 @default.
- W2095679991 countsByYear W20956799912022 @default.
- W2095679991 countsByYear W20956799912023 @default.
- W2095679991 crossrefType "journal-article" @default.
- W2095679991 hasAuthorship W2095679991A5003799782 @default.
- W2095679991 hasAuthorship W2095679991A5076045231 @default.
- W2095679991 hasConcept C11413529 @default.
- W2095679991 hasConcept C124101348 @default.
- W2095679991 hasConcept C127385683 @default.
- W2095679991 hasConcept C148671577 @default.
- W2095679991 hasConcept C153180895 @default.
- W2095679991 hasConcept C154945302 @default.
- W2095679991 hasConcept C170260401 @default.
- W2095679991 hasConcept C17212007 @default.
- W2095679991 hasConcept C1883856 @default.
- W2095679991 hasConcept C33923547 @default.
- W2095679991 hasConcept C41008148 @default.
- W2095679991 hasConcept C42011625 @default.
- W2095679991 hasConcept C57273362 @default.
- W2095679991 hasConcept C58166 @default.
- W2095679991 hasConcept C73555534 @default.
- W2095679991 hasConceptScore W2095679991C11413529 @default.
- W2095679991 hasConceptScore W2095679991C124101348 @default.
- W2095679991 hasConceptScore W2095679991C127385683 @default.
- W2095679991 hasConceptScore W2095679991C148671577 @default.
- W2095679991 hasConceptScore W2095679991C153180895 @default.
- W2095679991 hasConceptScore W2095679991C154945302 @default.
- W2095679991 hasConceptScore W2095679991C170260401 @default.
- W2095679991 hasConceptScore W2095679991C17212007 @default.
- W2095679991 hasConceptScore W2095679991C1883856 @default.
- W2095679991 hasConceptScore W2095679991C33923547 @default.
- W2095679991 hasConceptScore W2095679991C41008148 @default.
- W2095679991 hasConceptScore W2095679991C42011625 @default.
- W2095679991 hasConceptScore W2095679991C57273362 @default.
- W2095679991 hasConceptScore W2095679991C58166 @default.
- W2095679991 hasConceptScore W2095679991C73555534 @default.
- W2095679991 hasIssue "4" @default.
- W2095679991 hasLocation W20956799911 @default.
- W2095679991 hasOpenAccess W2095679991 @default.
- W2095679991 hasPrimaryLocation W20956799911 @default.
- W2095679991 hasRelatedWork W1493159477 @default.
- W2095679991 hasRelatedWork W2034883222 @default.
- W2095679991 hasRelatedWork W2109356532 @default.
- W2095679991 hasRelatedWork W2117904164 @default.
- W2095679991 hasRelatedWork W2123244309 @default.
- W2095679991 hasRelatedWork W2131398822 @default.
- W2095679991 hasRelatedWork W2132820321 @default.
- W2095679991 hasRelatedWork W2374223961 @default.
- W2095679991 hasRelatedWork W3127339996 @default.
- W2095679991 hasRelatedWork W1943881267 @default.
- W2095679991 hasVolume "57" @default.
- W2095679991 isParatext "false" @default.
- W2095679991 isRetracted "false" @default.
- W2095679991 magId "2095679991" @default.
- W2095679991 workType "article" @default.