4.7 Article

Cooperation and Competition Coupled Diffusion of Multi-Feature on Multiplex Networks and Its Control

期刊

出版社

IEEE COMPUTER SOC
DOI: 10.1109/TNSE.2023.3245567

关键词

Competition; cooperation; multi-feature diffusion; multiplex network; optimization

向作者/读者索取更多资源

This paper introduces a network diffusion model called multi-feature diffusion (MFD) and incorporates cooperation and competition into it, resulting in the cooperation and competition coupled diffusion of multi-feature on multiplex network (CCMF) model. The paper presents a unified framework and mathematical analytic theory for CCMF, applicable to any number of features and their different sub-diffusion dynamics. It also proposes an optimal allocation strategy for controlling network diffusion in CCMF, which achieves simultaneous promotion and suppression of network diffusion under one optimization framework.
Cooperation and competition widely exist in various kinds of network diffusions which however are usually studied separately. Recently, a novel network diffusion model, called multi-feature diffusion (MFD), attracts considerable attentions. The existing works usually assume that each feature diffuses independently and neglects the possible complex interplay between different features. In this paper, we introduce the cooperation and competition into the MFD and propose the cooperation and competition coupled diffusion of multi-feature on multiplex network (CCMF). An unified framework and mathematical analytic theory regarding CCMF are then presented which are applicable and computationally efficient for any number of features and their own different sub-diffusion dynamics. In addition, an interesting finding is obtained in CCMF: compared with the high intensity competition, performing lower intensity competition under weak competition ability is more easier to result in positive effect. Due to the great importance of controlling network diffusion in many diverse contexts, we also propose an optimal allocation strategy of control resource for CCMF which first realizes the promotion and suppression of network diffusion simultaneously under one optimization framework and is also verified to be very efficient.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据