S. Stergiou, Dipen Rughwani, Kostas Tsioutsiouliklis
{"title":"Shortcutting Label Propagation for Distributed Connected Components","authors":"S. Stergiou, Dipen Rughwani, Kostas Tsioutsiouliklis","doi":"10.1145/3159652.3159696","DOIUrl":null,"url":null,"abstract":"Connected Components is a fundamental graph mining problem that has been studied for the PRAM, MapReduce and BSP models. We present a simple CC algorithm for BSP that does not mutate the graph, converges in O(log n) supersteps and scales to graphs of trillions of edges.","PeriodicalId":401247,"journal":{"name":"Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining","volume":"46 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"26","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Eleventh ACM International Conference on Web Search and Data Mining","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3159652.3159696","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 26
Abstract
Connected Components is a fundamental graph mining problem that has been studied for the PRAM, MapReduce and BSP models. We present a simple CC algorithm for BSP that does not mutate the graph, converges in O(log n) supersteps and scales to graphs of trillions of edges.