Dominance hierarchies and social diversity in multi-agent systems

被引:0
作者
Kirley, Michael [1 ]
机构
[1] Univ Melbourne, Dept Comp Sci & Software Engn, Parkville, Vic 3052, Australia
来源
GECCO 2006: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOL 1 AND 2 | 2006年
关键词
multi-agent systems; self-organization; hierarchy; small-world network; socio-physics;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, we investigate self-organizing social hierarchies in multi-agent systems. Agents occupy the nodes of a small-world network and interact exclusively with other agents in their local neighbourhood. Here, the interactions represent competition for a limited resource. Monte-Carlo simulations show that the changes in a network's structure can alter the steady-state attributes for fixed reward/penalty mechanisms. The results suggest that the expected phase transition from a homogeneous to a hierarchical society depends on: (a) the relative strengths of the feedback mechanisms employed, (b) the underlying communication topology, and (c) whether previously dominated agents are replaced in the population by agents with higher social status. A key contribution of this paper is the coherent picture painted of the relationship between social differentiation and spatial structure in a multi-agent system.
引用
收藏
页码:159 / 166
页数:8
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