使用Traceroute位置传播和IP范围位置插值的IP地理定位

Ovidiu Dan, Vaibhav Parikh, Brian D. Davison
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引用次数: 13

摘要

许多在线服务,包括搜索引擎、内容交付网络、广告网络和欺诈检测,都利用IP地理位置数据库将IP地址映射到它们的物理位置。然而,IP地理位置数据库通常是不准确的。提出了一种基于traceroutes传播IP位置信息和IP插值相结合的IP定位技术。使用一个大的地面真值集,我们展示了IP地址的物理位置可以沿着跟踪路由路径传播。我们还尝试并扩展了IP范围位置插值的概念,在这个概念中,我们使用IP范围中单个地址的位置来为整个范围分配位置。结果表明,我们的方法明显优于商业地理定位高达31个百分点。我们开源了几个组件来帮助重现我们的结果。
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IP Geolocation Using Traceroute Location Propagation and IP Range Location Interpolation
Many online services, including search engines, content delivery networks, ad networks, and fraud detection utilize IP geolocation databases to map IP addresses to their physical locations. However, IP geolocation databases are often inaccurate. We present a novel IP geolocation technique based on combining propagating IP location information through traceroutes with IP interpolation. Using a large ground truth set, we show that physical locations of IP addresses can be propagated along traceroute paths. We also experiment with and expand upon the concept of IP range location interpolation, where we use the location of individual addresses in an IP range to assign a location to the entire range. The results show that our approach significantly outperforms commercial geolocation by up to 31 percentage points. We open source several components to aid in reproducing our results.
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