Unbalanced Graph Partitioning
文献类型:期刊论文
作者 | Li, Angsheng ; Zhang, Peng |
刊名 | THEORY OF COMPUTING SYSTEMS
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出版日期 | 2013 |
卷号 | 53期号:3页码:454-466 |
关键词 | Unbalanced cut Sparsest cut Network community Social networks Approximation algorithms |
ISSN号 | 1432-4350 |
中文摘要 | We investigate the unbalanced cut problems. A cut (A, B) is called unbalanced if the size of its smaller side is at most k (called k-size) or exactly k (called Ek-size), where k is an input parameter. We consider two closely related unbalanced cut problems, in which the quality of a cut is measured with respect to the sparsity and the conductance, respectively. We show that even if the input graph is restricted to be a tree, the Ek-Sparsest Cut problem (to find an Ek-size cut with the minimum sparsity) is still NP-hard. We give a bicriteria approximation algorithm for the k-Sparsest Cut problem (to find a k-size cut with the minimum sparsity), which outputs a cut whose sparsity is at most O(log n) times the optimum and whose smaller side has size at most O(log n) k. As a consequence, this leads to a (O(log n), O(log n))-bicriteria approximation algorithm for the Min k-Conductance problem (to find a k-size cut with the minimum conductance). |
英文摘要 | We investigate the unbalanced cut problems. A cut (A, B) is called unbalanced if the size of its smaller side is at most k (called k-size) or exactly k (called Ek-size), where k is an input parameter. We consider two closely related unbalanced cut problems, in which the quality of a cut is measured with respect to the sparsity and the conductance, respectively. We show that even if the input graph is restricted to be a tree, the Ek-Sparsest Cut problem (to find an Ek-size cut with the minimum sparsity) is still NP-hard. We give a bicriteria approximation algorithm for the k-Sparsest Cut problem (to find a k-size cut with the minimum sparsity), which outputs a cut whose sparsity is at most O(log n) times the optimum and whose smaller side has size at most O(log n) k. As a consequence, this leads to a (O(log n), O(log n))-bicriteria approximation algorithm for the Min k-Conductance problem (to find a k-size cut with the minimum conductance). |
收录类别 | SCI |
语种 | 英语 |
公开日期 | 2014-12-16 |
源URL | [http://ir.iscas.ac.cn/handle/311060/16912] ![]() |
专题 | 软件研究所_软件所图书馆_期刊论文 |
推荐引用方式 GB/T 7714 | Li, Angsheng,Zhang, Peng. Unbalanced Graph Partitioning[J]. THEORY OF COMPUTING SYSTEMS,2013,53(3):454-466. |
APA | Li, Angsheng,&Zhang, Peng.(2013).Unbalanced Graph Partitioning.THEORY OF COMPUTING SYSTEMS,53(3),454-466. |
MLA | Li, Angsheng,et al."Unbalanced Graph Partitioning".THEORY OF COMPUTING SYSTEMS 53.3(2013):454-466. |
入库方式: OAI收割
来源:软件研究所
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