{"title":"在外部存储器中枚举常数大小的子图","authors":"Shiyuan Deng, Francesco Silvestri, Yufei Tao","doi":"10.4230/LIPIcs.ICDT.2023.4","DOIUrl":null,"url":null,"abstract":"We present an indivisible I/O-efficient algorithm for subgraph enumeration , where the objective is to list all the subgraphs of a massive graph G := ( V, E ) that are isomorphic to a pattern graph Q having k = O (1) vertices. Our algorithm performs O ( | E | k/ 2 M k/ 2 − 1 B log M/B | E | B + | E | ρ M ρ − 1 B ) I/Os with high probability, where ρ is the fractional edge covering number of Q (it always holds ρ ≥ k/ 2, regardless of Q ), M is the number of words in (internal) memory, and B is the number of words in a disk block. Our solution is optimal in the class of indivisible algorithms for all pattern graphs with ρ > k/ 2. When ρ = k/ 2, our algorithm is still optimal as long as M/B ≥ ( | E | /B ) ϵ for any constant ϵ > 0. 2012 ACM Subject Classification Theory of computation → Graph algorithms analysis; Information systems → Join algorithms","PeriodicalId":90482,"journal":{"name":"Database theory-- ICDT : International Conference ... proceedings. International Conference on Database Theory","volume":"24 1","pages":"4:1-4:20"},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Enumerating Subgraphs of Constant Sizes in External Memory\",\"authors\":\"Shiyuan Deng, Francesco Silvestri, Yufei Tao\",\"doi\":\"10.4230/LIPIcs.ICDT.2023.4\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We present an indivisible I/O-efficient algorithm for subgraph enumeration , where the objective is to list all the subgraphs of a massive graph G := ( V, E ) that are isomorphic to a pattern graph Q having k = O (1) vertices. Our algorithm performs O ( | E | k/ 2 M k/ 2 − 1 B log M/B | E | B + | E | ρ M ρ − 1 B ) I/Os with high probability, where ρ is the fractional edge covering number of Q (it always holds ρ ≥ k/ 2, regardless of Q ), M is the number of words in (internal) memory, and B is the number of words in a disk block. Our solution is optimal in the class of indivisible algorithms for all pattern graphs with ρ > k/ 2. When ρ = k/ 2, our algorithm is still optimal as long as M/B ≥ ( | E | /B ) ϵ for any constant ϵ > 0. 2012 ACM Subject Classification Theory of computation → Graph algorithms analysis; Information systems → Join algorithms\",\"PeriodicalId\":90482,\"journal\":{\"name\":\"Database theory-- ICDT : International Conference ... proceedings. International Conference on Database Theory\",\"volume\":\"24 1\",\"pages\":\"4:1-4:20\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Database theory-- ICDT : International Conference ... proceedings. International Conference on Database Theory\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4230/LIPIcs.ICDT.2023.4\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Database theory-- ICDT : International Conference ... proceedings. International Conference on Database Theory","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4230/LIPIcs.ICDT.2023.4","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
摘要
本文提出了一种子图枚举的不可分I/O效率算法,其目标是列出与具有k = O(1)个顶点的模式图Q同构的海量图G:= (V, E)的所有子图。我们的算法以高概率执行O (| E | k/ 2 M k/ 2−1 B log M/B | E | B + | E | ρ M ρ−1 B) I/O,其中ρ是覆盖Q的分数边数(无论Q如何,它总是保持ρ≥k/ 2), M是(内部)内存中的字数,B是磁盘块中的字数。对于ρ > k/ 2的所有模式图,我们的解在不可分算法中是最优的。当ρ = k/ 2时,对于任意常数ε > 0,只要M/B≥(| E | /B) ε,我们的算法仍然是最优的。2012 ACM学科分类计算理论→图算法分析;信息系统→联接算法
Enumerating Subgraphs of Constant Sizes in External Memory
We present an indivisible I/O-efficient algorithm for subgraph enumeration , where the objective is to list all the subgraphs of a massive graph G := ( V, E ) that are isomorphic to a pattern graph Q having k = O (1) vertices. Our algorithm performs O ( | E | k/ 2 M k/ 2 − 1 B log M/B | E | B + | E | ρ M ρ − 1 B ) I/Os with high probability, where ρ is the fractional edge covering number of Q (it always holds ρ ≥ k/ 2, regardless of Q ), M is the number of words in (internal) memory, and B is the number of words in a disk block. Our solution is optimal in the class of indivisible algorithms for all pattern graphs with ρ > k/ 2. When ρ = k/ 2, our algorithm is still optimal as long as M/B ≥ ( | E | /B ) ϵ for any constant ϵ > 0. 2012 ACM Subject Classification Theory of computation → Graph algorithms analysis; Information systems → Join algorithms