{"title":"一种实时社区检测算法:增量标签传播","authors":"Sheng Pang, Changjia Chen, Ting Wei","doi":"10.1109/ICFIN.2009.5339592","DOIUrl":null,"url":null,"abstract":"Most networks will evolve with time instead of keeping unchanged in reality. Therefore, we proposed the incremental label propagation (ILP) algorithm to detect community structures in complex networks in realtime. ILP algorithm will only take the local changed vertexes into consideration. The computation time is greatly decreased, while vertex (edge) is changed. The algorithm will definitely converge for the original version of label propagation algorithm is converged. We also applied ILP to real-time community detection in a relationship network of online game.","PeriodicalId":123746,"journal":{"name":"2009 First International Conference on Future Information Networks","volume":"113 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-11-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":"{\"title\":\"A realtime community detection algorithm: incremental label propagation\",\"authors\":\"Sheng Pang, Changjia Chen, Ting Wei\",\"doi\":\"10.1109/ICFIN.2009.5339592\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Most networks will evolve with time instead of keeping unchanged in reality. Therefore, we proposed the incremental label propagation (ILP) algorithm to detect community structures in complex networks in realtime. ILP algorithm will only take the local changed vertexes into consideration. The computation time is greatly decreased, while vertex (edge) is changed. The algorithm will definitely converge for the original version of label propagation algorithm is converged. We also applied ILP to real-time community detection in a relationship network of online game.\",\"PeriodicalId\":123746,\"journal\":{\"name\":\"2009 First International Conference on Future Information Networks\",\"volume\":\"113 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2009-11-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"8\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2009 First International Conference on Future Information Networks\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICFIN.2009.5339592\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 First International Conference on Future Information Networks","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICFIN.2009.5339592","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A realtime community detection algorithm: incremental label propagation
Most networks will evolve with time instead of keeping unchanged in reality. Therefore, we proposed the incremental label propagation (ILP) algorithm to detect community structures in complex networks in realtime. ILP algorithm will only take the local changed vertexes into consideration. The computation time is greatly decreased, while vertex (edge) is changed. The algorithm will definitely converge for the original version of label propagation algorithm is converged. We also applied ILP to real-time community detection in a relationship network of online game.