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AS path inference: From complex network perspective

机译:作为路径推断:从复杂的网络透视

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AS-level end-to-end paths are of great value for ISPs and a variety of network applications. Although tools like traceroute may reveal AS paths, they require the permission to access source hosts and introduce additional probing traffic, which is not feasible in many applications. In contrast, AS path inference based on BGP control plane data and AS relationship information is a more practical and cost-effective approach. However, this approach suffers from a limited accuracy and high traffic, especially when AS paths are long. In this paper, we bring a new angle to the AS path inference problem by exploiting the metrical tree-likeness or low hyperbolicity of the Internet, part of the complex network properties of the Internet. We show that such property can generate a new constraint that narrows down the searching space of possible AS paths to a much smaller size. Based on this observation, we propose two new AS path inference algorithms, namely HyperPath and Valley-free HyperPath. With intensive evaluations on AS paths from real-world BGP Routing Information Bases, we show that the proposed new algorithms can achieve superior performance, in particular, when AS paths are long paths. We demonstrate that our algorithms can significantly reduce inter-AS traffic for P2P applications with an improved AS path prediction accuracy.
机译:AS级端到端路径对于ISP和各种网络应用具有很大的价值。虽然Traceroute等工具可能会显示为Paths,但它们需要访问源主机的许可并引入额外的探测流量,这在许多应用中是不可行的。相比之下,作为基于BGP控制平面数据的路径推断,作为关系信息是一种更实用和成本有效的方法。然而,这种方法具有有限的准确性和高流量,特别是当作为路径长时间时。在本文中,我们通过利用Internet的韵律树立象征或低曲调来带来新角度,作为作为路径推理问题,是互联网的一部分复杂网络属性的一部分。我们表明此类属性可以生成新的约束,该约束将可能的搜索空间缩小到可能的路径尺寸更小的路径。基于此观察,我们提出了两个新的路径推理算法,即超路径和无谷超级路径。随着来自现实世界BGP路由信息基础的路径的密集评估,我们表明所提出的新算法可以实现卓越的性能,特别是当路径是长路径时。我们展示了我们的算法可以显着降低P2P应用的交通,并随着路径预测精度得到改善。

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