无标度网络上的布尔博弈
Boolean Game on Scale-free Networks
摘要:
受局部少数者博弈的启发,我们提出了一个网络布尔博弈模型,并研究了它在无标度网络上的动力学性质。该系统可以自组织到一个稳定的状态,具有更好的性能比随机选择游戏,虽然只有本地信息是可用的代理。通过引入局部交互的异质性,我们发现当每个智能体的交互频率与其信息容量线性相关时,系统具有最佳性能。一般情况下,信息量大的代理人比信息量小的代理人获得更多的收益,而在最优情况下,每个代理人的平均收益几乎相同。此外,我们还研究了非理性因素的作用,发现了一个有趣的对称行为。
英文摘要:
Inspired by the local minority game, we propose a network Boolean game and investigate its dynamical properties on scale-free networks. The system can self-organize to a stable state with better performance than random choice game, although only the local information is available to the agent. By introducing the heterogeneity of local interactions, we find the system has the best performance when each agent's interaction frequency is linear correlated with its information capacity. Generally, the agents with more information gain more than those with less information, while in the optimal case, each agent almost has the same average profit. In addition, we investigate the role of irrational factor and find an interesting symmetrical behavior.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。