Towards IP geolocation with intermediate routers based on topology discovery

被引:2
|
作者
Wang, Zhihao [1 ,2 ]
Li, Hong [1 ,2 ]
Li, Qiang [3 ]
Li, Wei [4 ]
Zhu, Hongsong [1 ,2 ]
Sun, Limin [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Informat Engn, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Sch Cyber Secur, Beijing, Peoples R China
[3] Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing, Peoples R China
[4] Georgia State Univ, Dept Comp Sci, Atlanta, GA 30303 USA
关键词
IP geolocation; Network topology discovery; Web landmarks; Relative latency; Statistical learning; INTERNET;
D O I
10.1186/s42400-019-0030-2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
IP geolocation determines geographical location by the IP address of Internet hosts. IP geolocation is widely used by target advertising, online fraud detection, cyber-attacks attribution and so on. It has gained much more attentions in these years since more and more physical devices are connected to cyberspace. Most geolocation methods cannot resolve the geolocation accuracy for those devices with few landmarks around. In this paper, we propose a novel geolocation approach that is based on common routers as secondary landmarks (Common Routers-based Geolocation, CRG). We search plenty of common routers by topology discovery among web server landmarks. We use statistical learning to study localized (delay, hop)-distance correlation and locate these common routers. We locate the accurate positions of common routers and convert them as secondary landmarks to help improve the feasibility of our geolocation system in areas that landmarks are sparsely distributed. We manage to improve the geolocation accuracy and decrease the maximum geolocation error compared to one of the state-of-the-art geolocation methods. At the end of this paper, we discuss the reason of the efficiency of our method and our future research.
引用
收藏
页数:14
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