Modeling Heterogeneous User Churn and Local Resilience of Unstructured P2P Networks

Z. Yao, Derek Leonard, Xiaoming Wang, D. Loguinov
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引用次数: 140

Abstract

Previous analytical results on the resilience of unstructured P2P systems have not explicitly modeled heterogeneity of user churn (i.e., difference in online behavior) or the impact of in-degree on system resilience. To overcome these limitations, we introduce a generic model of heterogeneous user churn, derive the distribution of the various metrics observed in prior experimental studies (e.g., lifetime distribution of joining users, joint distribution of session time of alive peers, and residual lifetime of a randomly selected user), derive several closed-form results on the transient behavior of in-degree, and eventually obtain the joint in/out degree isolation probability as a simple extension of the out-degree model.
非结构化P2P网络的异构用户流失和局部弹性建模
以前对非结构化P2P系统弹性的分析结果没有明确地模拟用户流失的异质性(即在线行为的差异)或in-degree对系统弹性的影响。为了克服这些限制,我们引入了一个异构用户流失的通用模型,推导了在先前实验研究中观察到的各种指标的分布(例如,加入用户的寿命分布,存活同伴会话时间的联合分布以及随机选择的用户的剩余寿命),推导了一些关于in-degree的瞬时行为的封闭形式结果。并最终得到关节进出度隔离概率作为出度模型的简单推广。
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