Application of CMSA to the Minimum Positive Influence Dominating Set Problem

被引:1
|
作者
Akbay, Mehmet Anil [1 ]
Blum, Christian [1 ]
机构
[1] Artificial Intelligence Res Inst IIIA CSIC, Campus UAB, Bellaterra, Spain
关键词
Construct; merge; solve & adapt; minimum positive influence dominating set; hybrid metaheuristics; ALGORITHM;
D O I
10.3233/FAIA210112
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Construct, Merge, Solve & Adapt (CMSA) is a recently developed algorithm for solving combinatorial optimization problems. It combines heuristic elements, such as the probabilistic generation of solutions, with an exact solver that is iteratively applied to sub-instances of the tackled problem instance. In this paper, we present the application of CMSA to an NP-hard problem from the family of dominating set problems in undirected graphs. More specifically, the application in this paper concerns the minimum positive influence dominating set problem, which has applications in social networks. The obtained results show that CMSA outperforms the current state-of-the-art metaheuristics from the literature. Moreover, when instances of small and medium size are concerned CMSA finds many of the optimal solutions provided by CPLEX, while it clearly outperforms CPLEX in the context of the four largest, respectively more complicated, problem instances.
引用
收藏
页码:17 / 26
页数:10
相关论文
共 50 条
  • [21] Hybrid Genetic Algorithm for Minimum Dominating Set Problem
    Hedar, Abdel-Rahman
    Ismail, Rashad
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2010, PT 4, PROCEEDINGS, 2010, 6019 : 457 - +
  • [22] Hybrid bat algorithm for minimum dominating set problem
    Abed, Saad Adnan
    Rais, Helmi Md
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 33 (04) : 2329 - 2339
  • [23] A PTAS for the minimum dominating set problem in unit disk graphs
    Nieberg, T
    Hurink, J
    APPROXIMATION AND ONLINE ALGORITHMS, 2006, 3879 : 296 - 306
  • [24] A Hybrid Genetic Algorithm for Minimum Weight Dominating Set Problem
    Ugurlu, O.
    Tanir, D.
    RECENT DEVELOPMENTS AND THE NEW DIRECTION IN SOFT-COMPUTING FOUNDATIONS AND APPLICATIONS, 2018, 361 : 137 - 148
  • [25] Quantum algorithm for minimum dominating set problem with circuit design
    张皓颖
    王绍轩
    刘新建
    沈颖童
    王玉坤
    Chinese Physics B, 2024, 33 (02) : 210 - 220
  • [26] A biomolecular computing model in vivo for minimum dominating set problem
    Liu, Xiang-Rong
    Wang, Shu-Dong
    Xi, Fang
    Chen, Mei
    Jisuanji Xuebao/Chinese Journal of Computers, 2009, 32 (12): : 2325 - 2331
  • [27] Optimal Metric Search Is Equivalent to the Minimum Dominating Set Problem
    Hetland, Magnus Lie
    SIMILARITY SEARCH AND APPLICATIONS, SISAP 2020, 2020, 12440 : 111 - 125
  • [28] A Novel Hybrid Algorithm for Minimum Total Dominating Set Problem
    Yuan, Fuyu
    Li, Chenxi
    Gao, Xin
    Yin, Minghao
    Wang, Yiyuan
    MATHEMATICS, 2019, 7 (03):
  • [29] An efficient matheuristic for the minimum-weight dominating set problem
    Albuquerque, Mayra
    Vidal, Thibaut
    APPLIED SOFT COMPUTING, 2018, 72 : 527 - 538
  • [30] Quantum algorithm for minimum dominating set problem with circuit design
    Zhang, Haoying
    Wang, Shaoxuan
    Liu, Xinjian
    Shen, Yingtong
    Wang, Yukun
    CHINESE PHYSICS B, 2024, 33 (02)