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Optimizing Polynomial-Time Solutions to a Network Weighted Vertex Cover Game
Jie Chen; Kaiyi Luo; Changbing Tang; Zhao Zhang; Xiang Li
Source PublicationIEEE/CAA Journal of Automatica Sinica
ISSN2329-9266
2023
Volume10Issue:2Pages:512-523
AbstractWeighted vertex cover (WVC) is one of the most important combinatorial optimization problems. In this paper, we provide a new game optimization to achieve efficiency and time of solutions for the WVC problem of weighted networks. We first model the WVC problem as a general game on weighted networks. Under the framework of a game, we newly define several cover states to describe the WVC problem. Moreover, we reveal the relationship among these cover states of the weighted network and the strict Nash equilibriums (SNEs) of the game. Then, we propose a game-based asynchronous algorithm (GAA), which can theoretically guarantee that all cover states of vertices converging in an SNE with polynomial time. Subsequently, we improve the GAA by adding 2-hop and 3-hop adjustment mechanisms, termed the improved game-based asynchronous algorithm (IGAA), in which we prove that it can obtain a better solution to the WVC problem than using a the GAA. Finally, numerical simulations demonstrate that the proposed IGAA can obtain a better approximate solution in promising computation time compared with the existing representative algorithms.
Keyword Game-based asynchronous algorithm (GAA) game optimization polynomial time strict Nash equilibrium (SNE) weighted vertex cover (WVC)
DOI10.1109/JAS.2022.105521
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Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/50863
Collection学术期刊_IEEE/CAA Journal of Automatica Sinica
Recommended Citation
GB/T 7714
Jie Chen,Kaiyi Luo,Changbing Tang,et al. Optimizing Polynomial-Time Solutions to a Network Weighted Vertex Cover Game[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(2):512-523.
APA Jie Chen,Kaiyi Luo,Changbing Tang,Zhao Zhang,&Xiang Li.(2023).Optimizing Polynomial-Time Solutions to a Network Weighted Vertex Cover Game.IEEE/CAA Journal of Automatica Sinica,10(2),512-523.
MLA Jie Chen,et al."Optimizing Polynomial-Time Solutions to a Network Weighted Vertex Cover Game".IEEE/CAA Journal of Automatica Sinica 10.2(2023):512-523.
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