Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313446306> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4313446306 endingPage "1301" @default.
- W4313446306 startingPage "1289" @default.
- W4313446306 abstract "Because of the complexity of data sets from the real world, it is difficult to classify the data sets clearly and effectively, thus we prefer to adopt fuzzy clustering approaches to analyze the data sets. However, due to the variety of fuzzy clustering algorithms, the different number of clusters will lead to different clustering results. The number of clusters is closely related to the clustering division, so how to determine the number of fuzzy clustering (k ) has become a problem. Until now, many researchers have proposed utilizing fuzzy clustering validity indexes to deal with this kind of problem. However, the effectiveness index of fuzzy clustering can only be evaluated on the basis of the fuzzy clustering algorithm FCM to divide the clusters. When the range of k value is too large, FCM’s clustering for different k values is quite time-consuming. From this perspective, this paper proposes a fuzzy clustering optimal k selection method based on multi-objective optimization (FMOEA-K). Different from the traditional methods, this method combines the fuzzy clustering effectiveness index with multi-objective optimization algorithm (MOEA), and uses multi-objective optimization algorithm to search the appropriate cluster center concurrently. Because of the concurrency of the multi-objective optimization algorithm, the calculation time is shortened. The experimental results show that compared with the traditional method, the FMOEA-K can shorten the calculation time and improve the accuracy of calculating the optimal k value." @default.
- W4313446306 created "2023-01-06" @default.
- W4313446306 creator A5005552736 @default.
- W4313446306 creator A5027355692 @default.
- W4313446306 creator A5089246523 @default.
- W4313446306 date "2023-01-03" @default.
- W4313446306 modified "2023-09-30" @default.
- W4313446306 title "Fuzzy clustering optimal k selection method based on multi-objective optimization" @default.
- W4313446306 cites W1604614341 @default.
- W4313446306 cites W1834439319 @default.
- W4313446306 cites W1983753875 @default.
- W4313446306 cites W1990368529 @default.
- W4313446306 cites W1995450389 @default.
- W4313446306 cites W1996747841 @default.
- W4313446306 cites W2001238748 @default.
- W4313446306 cites W2022485595 @default.
- W4313446306 cites W2029007446 @default.
- W4313446306 cites W2029475565 @default.
- W4313446306 cites W2029906715 @default.
- W4313446306 cites W2046778278 @default.
- W4313446306 cites W2046803845 @default.
- W4313446306 cites W2051224630 @default.
- W4313446306 cites W2055544590 @default.
- W4313446306 cites W2069748616 @default.
- W4313446306 cites W2085507535 @default.
- W4313446306 cites W2094510831 @default.
- W4313446306 cites W2108031918 @default.
- W4313446306 cites W2126891173 @default.
- W4313446306 cites W2137686028 @default.
- W4313446306 cites W2150046657 @default.
- W4313446306 cites W2151099424 @default.
- W4313446306 cites W2153233077 @default.
- W4313446306 cites W2272985318 @default.
- W4313446306 cites W2336484677 @default.
- W4313446306 cites W2344811709 @default.
- W4313446306 cites W2530960785 @default.
- W4313446306 cites W2559932693 @default.
- W4313446306 cites W2747918924 @default.
- W4313446306 cites W2760345721 @default.
- W4313446306 cites W2794136136 @default.
- W4313446306 cites W2911003460 @default.
- W4313446306 cites W3014695061 @default.
- W4313446306 cites W4298266977 @default.
- W4313446306 doi "https://doi.org/10.1007/s00500-022-07727-z" @default.
- W4313446306 hasPublicationYear "2023" @default.
- W4313446306 type Work @default.
- W4313446306 citedByCount "0" @default.
- W4313446306 crossrefType "journal-article" @default.
- W4313446306 hasAuthorship W4313446306A5005552736 @default.
- W4313446306 hasAuthorship W4313446306A5027355692 @default.
- W4313446306 hasAuthorship W4313446306A5089246523 @default.
- W4313446306 hasBestOaLocation W43134463062 @default.
- W4313446306 hasConcept C104047586 @default.
- W4313446306 hasConcept C124101348 @default.
- W4313446306 hasConcept C126255220 @default.
- W4313446306 hasConcept C149872217 @default.
- W4313446306 hasConcept C154945302 @default.
- W4313446306 hasConcept C17212007 @default.
- W4313446306 hasConcept C33704608 @default.
- W4313446306 hasConcept C33923547 @default.
- W4313446306 hasConcept C41008148 @default.
- W4313446306 hasConcept C44859942 @default.
- W4313446306 hasConcept C58166 @default.
- W4313446306 hasConcept C73555534 @default.
- W4313446306 hasConcept C94641424 @default.
- W4313446306 hasConceptScore W4313446306C104047586 @default.
- W4313446306 hasConceptScore W4313446306C124101348 @default.
- W4313446306 hasConceptScore W4313446306C126255220 @default.
- W4313446306 hasConceptScore W4313446306C149872217 @default.
- W4313446306 hasConceptScore W4313446306C154945302 @default.
- W4313446306 hasConceptScore W4313446306C17212007 @default.
- W4313446306 hasConceptScore W4313446306C33704608 @default.
- W4313446306 hasConceptScore W4313446306C33923547 @default.
- W4313446306 hasConceptScore W4313446306C41008148 @default.
- W4313446306 hasConceptScore W4313446306C44859942 @default.
- W4313446306 hasConceptScore W4313446306C58166 @default.
- W4313446306 hasConceptScore W4313446306C73555534 @default.
- W4313446306 hasConceptScore W4313446306C94641424 @default.
- W4313446306 hasFunder F4320321001 @default.
- W4313446306 hasIssue "3" @default.
- W4313446306 hasLocation W43134463061 @default.
- W4313446306 hasLocation W43134463062 @default.
- W4313446306 hasOpenAccess W4313446306 @default.
- W4313446306 hasPrimaryLocation W43134463061 @default.
- W4313446306 hasRelatedWork W2036503911 @default.
- W4313446306 hasRelatedWork W2163563073 @default.
- W4313446306 hasRelatedWork W2352415481 @default.
- W4313446306 hasRelatedWork W2352963450 @default.
- W4313446306 hasRelatedWork W2355328234 @default.
- W4313446306 hasRelatedWork W2394193399 @default.
- W4313446306 hasRelatedWork W2892323093 @default.
- W4313446306 hasRelatedWork W2970954390 @default.
- W4313446306 hasRelatedWork W4200404937 @default.
- W4313446306 hasRelatedWork W1491908038 @default.
- W4313446306 hasVolume "27" @default.
- W4313446306 isParatext "false" @default.
- W4313446306 isRetracted "false" @default.
- W4313446306 workType "article" @default.