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A dynamic coalition formation game for search efficient adaptive overlay construction in unstructured peer-to-peer networks - Springer

机译:用于在非结构化对等网络中搜索有效的自适应覆盖构建的动态联盟形成游戏-Springer

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摘要

A great number of recent works deal with improving search in peer-to-peer systems, specifically by clustering peers into semantic groups. When the process of clustering is predetermined and static, it suffers from lack of adaptation to highly dynamic peer-to-peer environments. We model the problem as a non-superadditive coalition game with non-transferable utility characteristic function, and propose a distributed dynamic coalition formation algorithm through myopic best-reply with experiment rule to solve the coalition formation problem. Coalitions are formed by peers with similar interests considering geographical proximity. The overlay network is dynamically reconfigured over time based on the changes in the interests or locations of the individual peers. The convergence of the proposed algorithm using “core solution” concept is studied. The simulation results show that the proposed algorithm can efficiently reduce the search time, although the overhead of the overlay adaptation is slightly higher.
机译:最近的大量工作涉及改善对等系统中的搜索,特别是通过将对等体聚类为语义组。当群集的过程是预先确定的且是静态的时,它将无法适应高度动态的对等环境。我们将该问题建模为具有不可转移效用特征函数的非超加性联盟博弈,并通过近视最佳应答和实验规则提出了一种分布式动态联盟形成算法,以解决联盟形成问题。考虑到地理位置的相似性,由兴趣相似的同行组成联盟。根据各个对等方的兴趣或位置的变化,随时间动态地重新配置覆盖网络。研究了使用“核心解决方案”概念的算法的收敛性。仿真结果表明,所提出的算法可以有效地减少搜索时间,但是覆盖自适应的开销会更高。

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