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异构网络上的复制者动态

Replicator dynamics on heterogeneous networks.

作者信息

Li Junjie, Wang Xiaomin, Li Cong, Zhang Boyu

机构信息

Laboratory of Mathematics and Complex Systems, Ministry of Education, School of Mathematical Sciences, Beijing Normal University, Beijing, People's Republic of China.

School of Ecology and Environment, Northwestern Polytechnical University, Xi'an, People's Republic of China.

出版信息

J Math Biol. 2025 Jan 9;90(2):16. doi: 10.1007/s00285-024-02177-7.

DOI:10.1007/s00285-024-02177-7
PMID:39786612
Abstract

Networked evolutionary game theory is a well-established framework for modeling the evolution of social behavior in structured populations. Most of the existing studies in this field have focused on 2-strategy games on heterogeneous networks or n-strategy games on regular networks. In this paper, we consider n-strategy games on arbitrary networks under the pairwise comparison updating rule. We show that under the limit of weak selection, the short-run behavior of the stochastic evolutionary process can be approximated by replicator equations with a transformed payoff matrix that involves both the average value and the variance of the degree distribution. In particular, strongly heterogeneous networks can facilitate the evolution of the payoff-dominant strategy. We then apply our results to analyze the evolutionarily stable strategies in an n-strategy minimum-effort game and two variants of the prisoner's dilemma game. We show that the cooperative equilibrium becomes evolutionarily stable when the average degree of the network is low and the variance of the degree distribution is high. Agent-based simulations on quasi-regular, exponential, and scale-free networks confirm that the dynamic behaviors of the stochastic evolutionary process can be well approximated by the trajectories of the replicator equations.

摘要

网络进化博弈论是一种成熟的框架,用于对结构化群体中社会行为的演变进行建模。该领域现有的大多数研究都集中在异质网络上的双策略博弈或规则网络上的n策略博弈。在本文中,我们考虑在成对比较更新规则下任意网络上的n策略博弈。我们表明,在弱选择的极限情况下,随机进化过程的短期行为可以通过具有变换收益矩阵的复制方程来近似,该矩阵涉及度分布的平均值和方差。特别是,强异质网络可以促进收益主导策略的进化。然后,我们应用我们的结果来分析n策略最小努力博弈和囚徒困境博弈的两个变体中的进化稳定策略。我们表明,当网络的平均度较低且度分布的方差较高时,合作均衡变得进化稳定。在准规则、指数和无标度网络上进行的基于代理的模拟证实,随机进化过程的动态行为可以通过复制方程的轨迹得到很好的近似。

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