{"title":"时序图上有向最小生成树问题的整数规划方法","authors":"Takuto Ikuta, Takuya Akiba","doi":"10.1145/2980523.2980528","DOIUrl":null,"url":null,"abstract":"Considerable effort has been devoted to establishing concepts and designing algorithms that are useful for graph data management. While most work so far has focused on static graphs, there are many networks with time information, i.e., temporal graphs, such as social network messages, phone calls, public transportation, and neural networks. Even the most fundamental problems for static graphs become non-trivial for temporal graphs. In this paper, we explore the minimum-weight spanning tree problem on temporal graphs, which was recently proposed by Huang et al. [SIGMOD 2015]. Even though this problem is proven to be NP-hard, we design practically efficient exact algorithms using integer programming. Experimental results confirm that the proposed algorithms can produce better solutions than a previously proposed approximation algorithm.","PeriodicalId":246127,"journal":{"name":"Proceedings of the 1st ACM SIGMOD Workshop on Network Data Analytics","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"Integer programming approach for directed minimum spanning tree problem on temporal graphs\",\"authors\":\"Takuto Ikuta, Takuya Akiba\",\"doi\":\"10.1145/2980523.2980528\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Considerable effort has been devoted to establishing concepts and designing algorithms that are useful for graph data management. While most work so far has focused on static graphs, there are many networks with time information, i.e., temporal graphs, such as social network messages, phone calls, public transportation, and neural networks. Even the most fundamental problems for static graphs become non-trivial for temporal graphs. In this paper, we explore the minimum-weight spanning tree problem on temporal graphs, which was recently proposed by Huang et al. [SIGMOD 2015]. Even though this problem is proven to be NP-hard, we design practically efficient exact algorithms using integer programming. Experimental results confirm that the proposed algorithms can produce better solutions than a previously proposed approximation algorithm.\",\"PeriodicalId\":246127,\"journal\":{\"name\":\"Proceedings of the 1st ACM SIGMOD Workshop on Network Data Analytics\",\"volume\":\"4 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2016-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 1st ACM SIGMOD Workshop on Network Data Analytics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/2980523.2980528\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 1st ACM SIGMOD Workshop on Network Data Analytics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2980523.2980528","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Integer programming approach for directed minimum spanning tree problem on temporal graphs
Considerable effort has been devoted to establishing concepts and designing algorithms that are useful for graph data management. While most work so far has focused on static graphs, there are many networks with time information, i.e., temporal graphs, such as social network messages, phone calls, public transportation, and neural networks. Even the most fundamental problems for static graphs become non-trivial for temporal graphs. In this paper, we explore the minimum-weight spanning tree problem on temporal graphs, which was recently proposed by Huang et al. [SIGMOD 2015]. Even though this problem is proven to be NP-hard, we design practically efficient exact algorithms using integer programming. Experimental results confirm that the proposed algorithms can produce better solutions than a previously proposed approximation algorithm.