Effects of Switching Costs in Distributed Problem-Solving Systems

被引:2
作者
Wall, Friederike [1 ]
机构
[1] Alpen Adria Univ Klagenfurt, A-9020 Klagenfurt, Austria
来源
DISTRIBUTED COMPUTING AND ARTIFICIAL INTELLIGENCE | 2019年 / 800卷
关键词
Agent-based simulation; Complexity; Effort; NK fitness landscapes; Switching costs; INERTIA;
D O I
10.1007/978-3-319-94649-8_1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In many situations, changing the status quo may induce particular extra costs. Such switching costs are assumed to cause inertia and reduce performance. This paper studies the effects of switching costs in distributed problem-solving systems and, for this, employs an agent-based simulation based on NK fitness landscapes. The results indicate that the complexity of the problem to be solved considerably shapes the effects of switching costs. Depending on the period of time in the search for superior solutions, switching costs may even have beneficial effects in terms of stabilizing the search and increasing the system's performance.
引用
收藏
页码:1 / 9
页数:9
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