点对点社区的声誉管理系统

Punitha S, Thompson S
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引用次数: 0

摘要

摘要P2P信誉系统对于评估参与节点的可信度和打击自私、不诚实和恶意的节点行为至关重要。该系统收集本地产生的同行反馈,并将它们汇总成全球声誉评分。令人惊讶的是,之前的大多数研究都忽略了同行反馈的分布。我们使用信任覆盖网络(TON)来模拟对等体之间的信任关系。在检查了1万多名用户的eBay交易记录后,我们发现用户反馈呈幂律分布。我们的数学分析证明幂律分布适用于任何动态增长的P2P系统,无论是结构化的还是非结构化的。我们开发了一个强大的和可扩展的P2P信誉系统,PowerTrust,以利用幂律反馈特性。PowerTrust系统使用分布式排名机制动态选择少数信誉最好的电源节点。通过使用前瞻性随机漫步策略并利用功率节点,PowerTrust显著提高了全局声誉准确性和聚合速度。PowerTrust能够适应动态的对等体加入和离开,对恶意对等体的干扰具有鲁棒性。通过P2P网络仿真实验,我们发现使用PowerTrust可以显著提高性能。这种以幂律为指导的信誉系统设计在P2P文件共享应用中实现了较高的查询成功率。该系统还减少了大规模参数扫描P2P网格应用中的总作业时间跨度和故障率。点对点网络利用网络参与者之间的各种连接和网络参与者的累积带宽,而不是传统的集中式资源,其中相对较少的服务器数量为服务或应用程序提供核心价值。一个纯粹的点对点网络没有客户端或服务器的概念,只有同时作为网络上其他节点的客户端和服务器的对等节点。对等体是平等的,合并了客户机和服务器的角色。没有中央服务器管理网络。没有中央路由器。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
REPUTATION MANAGEMENT SYSTEM FOR PEER-TO-PEER COMMUNITIES
Abstract Peer-to-Peer (P2P) reputation systems are essential to evaluate the trustworthiness of participating peers and to combat the selfish, dishonest, and malicious peer behaviors. The system collects locally-generated peer feedbacks and aggregates them to yield the global reputation scores. Surprisingly, most previous work ignored the distribution of peer feedbacks. We use a trust overlay network (TON) to model the trust relationships among peers. After examining the eBay transaction trace of over 10,000 users, we discovered a power-law distribution in user feedbacks. Our mathematical analysis justifies that power-law distribution is applicable to any dynamicall yg rowing P2P systems, either structured or unstructured. We develop a robust and scalable P2P reputation system, PowerTrust, to leverage the power-law feedback characteristics. The PowerTrust system dynamically selects small number of power nodes that are most reputable using a distributed ranking mechanism. By using a look ahead random walk strategy and leveraging the power nodes, the PowerTrust significantly improves in global reputation accuracy and aggregation speed. PowerTrust is adaptable to dynamics in peer joining and leaving and robust to disturbance by malicious peers. Through P2P network simulation experiments, we find significant performance gains in using PowerTrust. This power-law guided reputation system design proves to achieve high query success rate in P2P file-sharing applications. The system also reduces the total job make span and failure rate in large-scale, parameter-sweeping P2P Grid applications. A peer to peer network exploits diverse connectivity between participants in a network and the cumulative bandwidth of network participants rather than conventional centralized resources where a relatively low number of servers provide the core value to a service or application. A pure peer to peer network doesn't have the notion of clients or servers, but only equal peer nodes that simultaneously function as both clients and servers to the other nodes on the network. Peers act as equals, merging the roles of clients and server. There is no central server managing the network. There is no central router.
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