Thomas Bläsius, Philipp Fischbeck, Lars Gottesbüren, M. Hamann, Tobias Heuer, Jonas Spinner, Christopher Weyand, Marcus Wilhelm
{"title":"聚类编辑的分支定界算法","authors":"Thomas Bläsius, Philipp Fischbeck, Lars Gottesbüren, M. Hamann, Tobias Heuer, Jonas Spinner, Christopher Weyand, Marcus Wilhelm","doi":"10.4230/LIPIcs.SEA.2022.13","DOIUrl":null,"url":null,"abstract":"The cluster editing problem asks to transform a given graph into a disjoint union of cliques by inserting and deleting as few edges as possible. We describe and evaluate an exact branch-and-bound algorithm for cluster editing. For this, we introduce new reduction rules and adapt existing ones. Moreover, we generalize a known packing technique to obtain lower bounds and experimentally show that it contributes significantly to the performance of the solver. Our experiments further evaluate the effectiveness of the different reduction rules and examine the effects of structural properties of the input graph on solver performance. Our solver won the exact track of the 2021 PACE challenge.","PeriodicalId":9448,"journal":{"name":"Bulletin of the Society of Sea Water Science, Japan","volume":"25 1","pages":"13:1-13:19"},"PeriodicalIF":0.0000,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"A Branch-And-Bound Algorithm for Cluster Editing\",\"authors\":\"Thomas Bläsius, Philipp Fischbeck, Lars Gottesbüren, M. Hamann, Tobias Heuer, Jonas Spinner, Christopher Weyand, Marcus Wilhelm\",\"doi\":\"10.4230/LIPIcs.SEA.2022.13\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The cluster editing problem asks to transform a given graph into a disjoint union of cliques by inserting and deleting as few edges as possible. We describe and evaluate an exact branch-and-bound algorithm for cluster editing. For this, we introduce new reduction rules and adapt existing ones. Moreover, we generalize a known packing technique to obtain lower bounds and experimentally show that it contributes significantly to the performance of the solver. Our experiments further evaluate the effectiveness of the different reduction rules and examine the effects of structural properties of the input graph on solver performance. Our solver won the exact track of the 2021 PACE challenge.\",\"PeriodicalId\":9448,\"journal\":{\"name\":\"Bulletin of the Society of Sea Water Science, Japan\",\"volume\":\"25 1\",\"pages\":\"13:1-13:19\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Bulletin of the Society of Sea Water Science, Japan\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4230/LIPIcs.SEA.2022.13\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Bulletin of the Society of Sea Water Science, Japan","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4230/LIPIcs.SEA.2022.13","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
The cluster editing problem asks to transform a given graph into a disjoint union of cliques by inserting and deleting as few edges as possible. We describe and evaluate an exact branch-and-bound algorithm for cluster editing. For this, we introduce new reduction rules and adapt existing ones. Moreover, we generalize a known packing technique to obtain lower bounds and experimentally show that it contributes significantly to the performance of the solver. Our experiments further evaluate the effectiveness of the different reduction rules and examine the effects of structural properties of the input graph on solver performance. Our solver won the exact track of the 2021 PACE challenge.