Demo: AntMonitor - a System for Mobile Traffic Monitoring and Real-Time Prevention of Privacy Leaks

被引:4
|
作者
Shuba, Anastasia [1 ]
Anh Le [2 ]
Gjoka, Minas [2 ]
Varmarken, Janus [3 ]
Langhoff, Simon [3 ]
Markopoulou, Athina [1 ]
机构
[1] UC Irvine, CPCC, EECS, CalIT2, Irvine, CA 92697 USA
[2] UC Irvine, CalIT2, Irvine, CA USA
[3] Univ Copenhagen, IT, Copenhagen, Denmark
关键词
Mobile Network Monitoring; Android Security; Privacy Leakage Detection;
D O I
10.1145/2789168.2789170
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Mobile devices play an essential role in the Internet today, and there is an increasing interest in using them as a vantage point for network measurement from the edge. At the same time, these devices store personal, sensitive information, and there is a growing number of applications that leak it. We propose AntMonitor - the first system of its kind that supports (i) collection of large-scale, semantic-rich network traffic in a way that respects users' privacy preferences and (ii) detection and prevention of leakage of private information in real time. The first property makes AntMonitor a powerful tool for network researchers who want to collect and analyze large-scale yet fine-grained mobile measurements. The second property can work as an incentive for using AntMonitor and contributing data for analysis. As a proof-of-concept, we have developed a prototype of Ant Monitor, deployed it to monitor 9 users for 2 months, and collected and analyzed 20 GB of mobile data from 151 applications. Preliminary results show that fine-grained data collected from AntMonitor could enable application classification with higher accuracy than state-of-the-art approaches. In addition, we demonstrated that Ant Monitor could help prevent several apps from leaking private information over unencrypted traffic, including phone numbers, emails, and device identifiers.
引用
收藏
页码:170 / 172
页数:3
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