Optimal Segmentation of Directed Graph and the Minimum Number of Feedback Arcs
文献类型:期刊论文
作者 | Zhou, HJ (reprint author), Chinese Acad Sci, Inst Theoret Phys, Key Lab Theoret Phys, Zhong Guan Cun East Rd 55, Beijing 100190, Peoples R China.; Xu, YZ; Zhou, HJ![]() |
刊名 | JOURNAL OF STATISTICAL PHYSICS
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出版日期 | 2017 |
卷号 | 169期号:1页码:187-202 |
关键词 | Feedback Arc Set Directed Cycle Replica-symmetric Belief Propagation Segmentation Mean Field Theory Algorithm |
DOI | http://dx.doi.org/10.1007/s10955-017-1860-5 |
英文摘要 | The minimum feedback arc set problem asks to delete a minimum number of arcs (directed edges) from a digraph (directed graph) to make it free of any directed cycles. In this work we approach this fundamental cycle-constrained optimization problem by considering a generalized task of dividing the digraph into D layers of equal size. We solve the D-segmentation problem by the replica-symmetric mean field theory and belief-propagation heuristic algorithms. The minimum feedback arc density of a given random digraph ensemble is then obtained by extrapolating the theoretical results to the limit of large D. A divide-and-conquer algorithm (nested-BPR) is devised to solve the minimum feedback arc set problem with very good performance and high efficiency. |
学科主题 | Physics |
语种 | 英语 |
源URL | [http://ir.itp.ac.cn/handle/311006/21962] ![]() |
专题 | 理论物理研究所_理论物理所1978-2010年知识产出 |
通讯作者 | Zhou, HJ (reprint author), Chinese Acad Sci, Inst Theoret Phys, Key Lab Theoret Phys, Zhong Guan Cun East Rd 55, Beijing 100190, Peoples R China.; Zhou, HJ (reprint author), Univ Chinese Acad Sci, Sch Phys Sci, Beijing 100049, Peoples R China. |
推荐引用方式 GB/T 7714 | Zhou, HJ ,Xu, YZ,Zhou, HJ,et al. Optimal Segmentation of Directed Graph and the Minimum Number of Feedback Arcs[J]. JOURNAL OF STATISTICAL PHYSICS,2017,169(1):187-202. |
APA | Zhou, HJ ,Xu, YZ,Zhou, HJ,&Zhou, HJ .(2017).Optimal Segmentation of Directed Graph and the Minimum Number of Feedback Arcs.JOURNAL OF STATISTICAL PHYSICS,169(1),187-202. |
MLA | Zhou, HJ ,et al."Optimal Segmentation of Directed Graph and the Minimum Number of Feedback Arcs".JOURNAL OF STATISTICAL PHYSICS 169.1(2017):187-202. |
入库方式: OAI收割
来源:理论物理研究所
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