{"title":"社会网络中社区检测的元启发式算法:比较分析研究","authors":"A. Hassanien, Ramadan Babers","doi":"10.4018/IJRSDA.2018040102","DOIUrl":null,"url":null,"abstract":"ThisarticlepresentsacomparativeanalysisbetweenCuckooSearchOptimizationAlgorithm,Lion OptimizationAlgorithmandAnt-LionOptimizationAlgorithm.ZacharykarateClub,TheBottlenose DolphinNetwork,AmericanCollegeFootballNetwork,andFacebookusedasbenchmarkdatasetsfor comparison,theresultsprovedthosealgorithmscandefinethestructureanddetectcommunitiesof complexnetworkswithhighaccuracyandqualitybasedondifferentmethodthatitused.TheCuckoo SearchOptimizationAlgorithmisthebestalgorithmcomparedtoAnt-LionOptimizationAlgorithm andLionOptimizationAlgorithmasitgotgreatestnumberofcommunities,detectcommunitiesin usedbenchmarkdatasetswithaverageaccuracy%69,averagemodularity%62andaveragefitness%60. KeywoRDS Ant Lion Optimization Algorithm, Community Structure, Cuckoo Search, Lion Optimization Algorithm, Networks Community Detection, Social Networks Analysis, Social Networks","PeriodicalId":152357,"journal":{"name":"Int. J. Rough Sets Data Anal.","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"29","resultStr":"{\"title\":\"Metaheuristic Algorithms for Detect Communities in Social Networks: A Comparative Analysis Study\",\"authors\":\"A. Hassanien, Ramadan Babers\",\"doi\":\"10.4018/IJRSDA.2018040102\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"ThisarticlepresentsacomparativeanalysisbetweenCuckooSearchOptimizationAlgorithm,Lion OptimizationAlgorithmandAnt-LionOptimizationAlgorithm.ZacharykarateClub,TheBottlenose DolphinNetwork,AmericanCollegeFootballNetwork,andFacebookusedasbenchmarkdatasetsfor comparison,theresultsprovedthosealgorithmscandefinethestructureanddetectcommunitiesof complexnetworkswithhighaccuracyandqualitybasedondifferentmethodthatitused.TheCuckoo SearchOptimizationAlgorithmisthebestalgorithmcomparedtoAnt-LionOptimizationAlgorithm andLionOptimizationAlgorithmasitgotgreatestnumberofcommunities,detectcommunitiesin usedbenchmarkdatasetswithaverageaccuracy%69,averagemodularity%62andaveragefitness%60. KeywoRDS Ant Lion Optimization Algorithm, Community Structure, Cuckoo Search, Lion Optimization Algorithm, Networks Community Detection, Social Networks Analysis, Social Networks\",\"PeriodicalId\":152357,\"journal\":{\"name\":\"Int. J. Rough Sets Data Anal.\",\"volume\":\"12 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"29\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Int. J. Rough Sets Data Anal.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4018/IJRSDA.2018040102\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Int. J. Rough Sets Data Anal.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4018/IJRSDA.2018040102","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}