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Improving the reliability of inter-AS economic inferences through a hygiene phase on BGP data

机译:通过对BGP数据进行卫生检查来提高跨域经济推断的可靠性

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摘要

Over the last few years researchers have tried to shed light on the economic features that drive the inter-domain routing of the Internet, by inferring economic inter-AS relationships from raw BGP data collected by research projects such as BGPmon, PCH, R1S and Route-Views. Although this kind of data contains spurious entries mostly caused by router mis-configurations on BGP border routers and showing up during BGP path exploration, none of the methodologies provide an adequate data hygiene phase, thus affecting the accuracy of the inferences drawn. In this paper we outline a new methodology that can pLarge a large amount of spurious routes from BGP raw data by leveraging on robust statistical concepts rather than on debatable thresholds. To quantify the performance of our methodology we apply an enhanced version of an existing economic tagging algorithm on non-cleaned and cleaned data respectively. We found that 42.01% of different AS paths advertised to BGP route collectors in July 2013 appear only in spurious routes and that, in the absence of an appropriate data hygiene phase, they can affect the accuracy of the economic inferences regarding about 8% of connections found in BGP raw data.
机译:在过去的几年中,研究人员试图通过从诸如BGPmon,PCH,R1S和Route之类的研究项目收集的原始BGP数据推断出经济内部AS之间的关系,来揭示驱动互联网域间路由的经济特征。 -意见。尽管这类数据包含的虚假条目主要是由BGP边界路由器上的路由器错误配置引起的,并且在BGP路径探索期间出现,但这些方法均未提供足够的数据卫生阶段,因此影响了推断的准确性。在本文中,我们概述了一种新的方法,该方法可通过利用可靠的统计概念而不是可争议的阈值来从BGP原始数据中大量散布路由。为了量化我们方法的性能,我们分别对未清洗和清洗的数据应用了现有经济标记算法的增强版本。我们发现,2013年7月发布给BGP路由收集器的不同AS路径中有42.01%仅出现在伪造路由中,并且在没有适当的数据卫生阶段的情况下,它们可能会影响大约8%连接的经济推断的准确性在BGP原始数据中找到。

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