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ONE-Geo: Client-Independent IP Geolocation Based on Owner Name Extraction

机译:ONE-Geo:基于所有者名称提取的与客户端无关的IP地理位置

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Client-independent Internet Protocol address (IP) geolocation is a critical problem in the Internet World, of which the accuracy is based on highly reliable landmarks. However, most existing methods focus heavily on improving the location estimating method rather than improving the quality and quantity of landmarks. Without sufficient landmarks of high quality, they face difficulties when attempting to further improve accuracy. Even though some existing mining based methods dig massive landmarks from online web resources, most landmarks are of low quality because they do not make full use of these open resources. In this paper, we propose ONE-Geo, a methodology to mine highly reliable landmarks as much as possible by extracting the owner name of web servers. For a given target IP, ONE-Geo extracts the real owner name from web page information and registration records. Utilizing this clue, ONE-Geo determines the correct location by searching address information on an organization knowledge graph and conduct inference. Experimental results show that ONE-Geo achieves a median error distance of 463 m on 165 web servers and a median error distance of 7.7 km on 721 nodes that do not host a website. For web servers, ONE-Geo outperforms existing methods and several commercial tools. To be specific, 66.1% nodes are geolocated by ONE-Geo with an error less than 1 km, which is two times as many as Street-level Geolocation(SLG), which is one of the best existing methods on IP geolocating.
机译:客户端无关的Internet协议地址(IP)地理位置是Internet世界中的一个关键问题,其准确性基于高度可靠的地标。但是,大多数现有方法主要集中在改进位置估计方法上,而不是在提高地标的质量和数量上。如果没有足够的高质量地标,它们在尝试进一步提高准确性时会遇到困难。即使某些现有的基于挖掘的方法从在线Web资源中挖掘大量地标,但大多数地标的质量很差,因为它们没有充分利用这些开放资源。在本文中,我们提出了ONE-Geo,该方法可通过提取Web服务器的所有者名称来尽可能多地挖掘高度可靠的地标。对于给定的目标IP,ONE-Geo从网页信息和注册记录中提取真实所有者名称。利用此线索,ONE-Geo通过在组织知识图上搜索地址信息并进行推断来确定正确的位置。实验结果表明,ONE-Geo在165个Web服务器上实现的平均错误距离为463 m,在没有托管网站的721个节点上实现的平均错误距离为7.7 km。对于Web服务器,ONE-Geo优于现有方法和几种商业工具。具体而言,ONE-Geo对66.1%的节点进行了地理定位,其误差小于1 km,是街道级地理定位(SLG)的两倍,后者是IP地理定位中现有的最佳方法之一。

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