DocumentCode
169153
Title
A novel active website fingerprinting attack against Tor anonymous system
Author
Gaofeng He ; Ming Yang ; Xiaodan Gu ; Junzhou Luo ; Yuanyuan Ma
Author_Institution
Sch. of Comput. Sci. & Eng., Southeast Univ., Nanjing, China
fYear
2014
fDate
21-23 May 2014
Firstpage
112
Lastpage
117
Abstract
Tor is a popular anonymizing network and the existing work shows that it can preserve users´ privacy from website fingerprinting attacks well. However, based on our extensive analysis, we find it is the overlap of web objects in returned web pages that make the traffic features obfuscated, thus degrading the attack detection rate. In this paper, we propose a novel active website fingerprinting attack under Tor´s local adversary model. The main idea resides in the fact that the attacker can delay HTTP requests originated from users for a certain period to isolate responding traffic segments containing different web objects. We deployed our attack in PlanetLab and the experiment lasted for one month. The SVM multi-classification algorithm was then applied on the collected datasets with the introduced features to identify the visited website among 100 top ranked websites in Alexa. Compared to the stat-of-the-art work, the classification result is improved from 48.5% to 65% by delaying at most 10 requests. We also analyzed the timing characteristics of Tor traffic to prove the stealth of our attack. The research results show that anonymity in Tor is not as strong as expected and should be enhanced in the future.
Keywords
Web sites; pattern classification; security of data; support vector machines; Alexa; HTTP requests; PlanetLab; SVM multiclassification algorithm; Tor anonymous system; Tor traffic; Web objects; Web pages; novel active Website fingerprinting attack; timing characteristics; traffic features; Accuracy; Browsers; Delays; Fingerprint recognition; Protocols; Support vector machines; Web pages; Tor; active website fingerprinting; anonymous communication; pattern recognition; privacy; traffic analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Supported Cooperative Work in Design (CSCWD), Proceedings of the 2014 IEEE 18th International Conference on
Conference_Location
Hsinchu
Type
conf
DOI
10.1109/CSCWD.2014.6846826
Filename
6846826
Link To Document