Matches in SemOpenAlex for { <https://semopenalex.org/work/W51772020> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W51772020 endingPage "96" @default.
- W51772020 startingPage "87" @default.
- W51772020 abstract "K-means algorithm is a relatively simple and fast gather clustering algorithm. However, the initial clustering center of the traditional k-means algorithm was generated randomly from the dataset, and the clustering result was unstable. In this paper, we propose a novel method to optimize the selection of initial centroids for k-means algorithm based on the small world network. This paper firstly models a text document set as a network which has small world phenomenon and then use small-world’s characteristics to form k initial centroids. Experimental evaluation on documents croups show clustering results (total cohesion, purity, recall) obtained by proposed method comparable with traditional k-means algorithm. The experiments show that results are obtained by the proposed algorithm can be relatively stability and efficiency. Therefore, this method can be considered as an effective application in the domain of text documents, especially in using text clustering for topic detection." @default.
- W51772020 created "2016-06-24" @default.
- W51772020 creator A5051121801 @default.
- W51772020 creator A5051679661 @default.
- W51772020 date "2012-01-01" @default.
- W51772020 modified "2023-09-25" @default.
- W51772020 title "Optimization of Initial Centroids for K-Means Algorithm Based on Small World Network" @default.
- W51772020 cites W2050715692 @default.
- W51772020 cites W2109265407 @default.
- W51772020 cites W2112090702 @default.
- W51772020 cites W2140405352 @default.
- W51772020 cites W2167482691 @default.
- W51772020 cites W40976687 @default.
- W51772020 cites W4241122026 @default.
- W51772020 doi "https://doi.org/10.1007/978-3-642-32891-6_13" @default.
- W51772020 hasPublicationYear "2012" @default.
- W51772020 type Work @default.
- W51772020 sameAs 51772020 @default.
- W51772020 citedByCount "0" @default.
- W51772020 crossrefType "book-chapter" @default.
- W51772020 hasAuthorship W51772020A5051121801 @default.
- W51772020 hasAuthorship W51772020A5051679661 @default.
- W51772020 hasBestOaLocation W517720201 @default.
- W51772020 hasConcept C104047586 @default.
- W51772020 hasConcept C104054115 @default.
- W51772020 hasConcept C112972136 @default.
- W51772020 hasConcept C11413529 @default.
- W51772020 hasConcept C119857082 @default.
- W51772020 hasConcept C121332964 @default.
- W51772020 hasConcept C124101348 @default.
- W51772020 hasConcept C146599234 @default.
- W51772020 hasConcept C154945302 @default.
- W51772020 hasConcept C177264268 @default.
- W51772020 hasConcept C193143536 @default.
- W51772020 hasConcept C199360897 @default.
- W51772020 hasConcept C33704608 @default.
- W51772020 hasConcept C41008148 @default.
- W51772020 hasConcept C62520636 @default.
- W51772020 hasConcept C73555534 @default.
- W51772020 hasConcept C81669768 @default.
- W51772020 hasConcept C94641424 @default.
- W51772020 hasConceptScore W51772020C104047586 @default.
- W51772020 hasConceptScore W51772020C104054115 @default.
- W51772020 hasConceptScore W51772020C112972136 @default.
- W51772020 hasConceptScore W51772020C11413529 @default.
- W51772020 hasConceptScore W51772020C119857082 @default.
- W51772020 hasConceptScore W51772020C121332964 @default.
- W51772020 hasConceptScore W51772020C124101348 @default.
- W51772020 hasConceptScore W51772020C146599234 @default.
- W51772020 hasConceptScore W51772020C154945302 @default.
- W51772020 hasConceptScore W51772020C177264268 @default.
- W51772020 hasConceptScore W51772020C193143536 @default.
- W51772020 hasConceptScore W51772020C199360897 @default.
- W51772020 hasConceptScore W51772020C33704608 @default.
- W51772020 hasConceptScore W51772020C41008148 @default.
- W51772020 hasConceptScore W51772020C62520636 @default.
- W51772020 hasConceptScore W51772020C73555534 @default.
- W51772020 hasConceptScore W51772020C81669768 @default.
- W51772020 hasConceptScore W51772020C94641424 @default.
- W51772020 hasLocation W517720201 @default.
- W51772020 hasLocation W517720202 @default.
- W51772020 hasLocation W517720203 @default.
- W51772020 hasOpenAccess W51772020 @default.
- W51772020 hasPrimaryLocation W517720201 @default.
- W51772020 hasRelatedWork W1583499066 @default.
- W51772020 hasRelatedWork W1926736923 @default.
- W51772020 hasRelatedWork W2009728897 @default.
- W51772020 hasRelatedWork W2076447551 @default.
- W51772020 hasRelatedWork W2343826532 @default.
- W51772020 hasRelatedWork W3008552679 @default.
- W51772020 hasRelatedWork W4205724711 @default.
- W51772020 hasRelatedWork W4308796807 @default.
- W51772020 hasRelatedWork W2335983384 @default.
- W51772020 hasRelatedWork W407844442 @default.
- W51772020 isParatext "false" @default.
- W51772020 isRetracted "false" @default.
- W51772020 magId "51772020" @default.
- W51772020 workType "book-chapter" @default.