A GPU Algorithm for Minimum Vertex Cover Problems

被引:3
|
作者
Toume, Kouta [1 ]
Kinjo, Daiki [1 ]
Nakamura, Morikazu [1 ]
机构
[1] Univ Ryukyus, Dept Informat Engn, Okinawa 9030213, Japan
关键词
GPU; Minimum Vertex Cover; CUDA;
D O I
10.1063/1.4897834
中图分类号
O59 [应用物理学];
学科分类号
摘要
The minimum vertex cover problem is one of the fundamental problems in graph theory and is known to be NP-hard. For data mining in large-scale structured systems, we proposes a GPU algorithm for the minimum vertex cover problem. The algorithm is designed to derive sufficient parallelism of the problem for the GPU architecture and also to arrange data on the device memory for efficient coalesced accessing. Through the experimental evaluation, we demonstrate that our GPU algorithm is quite faster than CPU programs and the speedup becomes much evident when the graph size is enlarged.
引用
收藏
页码:724 / 727
页数:4
相关论文
共 50 条
  • [41] On the hardness of approximating minimum vertex cover
    Dinur, I
    Safra, S
    ANNALS OF MATHEMATICS, 2005, 162 (01) : 439 - 485
  • [42] Minimum Vertex Cover in Rectangle Graphs
    Bar-Yehuda, Reuven
    Hermelin, Danny
    Rawitz, Dror
    ALGORITHMS-ESA 2010, 2010, 6346 : 255 - +
  • [43] A Serial Game Distributed Algorithm to ε-Minimum Vertex Cover of Networks in Finite Time
    Chen, Jie
    Zhou, Rongpei
    Gui, Weihua
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2025, 22 : 1534 - 1542
  • [44] A Hybrid Evolutionary Algorithm with Taboo and Competition Strategies for Minimum Vertex Cover Problem
    Yang, Gang
    Wang, Daopeng
    Xu, Jieping
    NEURAL INFORMATION PROCESSING (ICONIP 2019), PT IV, 2019, 1142 : 725 - 732
  • [45] Approximation Algorithm for the Minimum Connected k-Path Vertex Cover Problem
    Li, Xiaosong
    Zhang, Zhao
    Huang, Xiaohui
    COMBINATORIAL OPTIMIZATION AND APPLICATIONS (COCOA 2014), 2014, 8881 : 764 - 771
  • [46] TIVC: An Efficient Local Search Algorithm for Minimum Vertex Cover in Large Graphs
    Zhang, Yu
    Wang, Shengzhi
    Liu, Chanjuan
    Zhu, Enqiang
    SENSORS, 2023, 23 (18)
  • [47] A Genetic Algorithm for the Minimum Vertex Cover Problem with Interval-Valued Fitness
    Nagy, Benedek
    Szokol, Peter
    ACTA POLYTECHNICA HUNGARICA, 2021, 18 (04) : 105 - 123
  • [48] Cellular Learning Automata Based Algorithm for Solving Minimum Vertex Cover Problem
    Mousavian, Aylin
    Rezvanian, Alireza
    Meybodi, Mohammad Reza
    2014 22nd Iranian Conference on Electrical Engineering (ICEE), 2014, : 996 - 1000
  • [49] Clever Steady Strategy Algorithm: A simple and efficient approximation algorithm for minimum vertex cover problem
    Fayaz, Muhammad
    Arshad, Shakeel
    2015 13TH INTERNATIONAL CONFERENCE ON FRONTIERS OF INFORMATION TECHNOLOGY (FIT), 2015, : 277 - 282
  • [50] A probabilistic algorithm for vertex cover
    Berend, D.
    Mamana, S.
    Theoretical Computer Science, 2024, 983