@inproceedings{1ca207ba74be4420860103e941b1d309,
title = "Malware slums: Measurement and analysis of malware on traffic exchanges",
abstract = "Auto-surf and manual-surf traffic exchanges are an increasingly popular way of artificially generating website traffic. Previous research in this area has focused on the makeup, usage, and monetization of underground traffic exchanges. In this paper, we analyze the role of traffic exchanges as a vector for malware propagation. We conduct a measurement study of nine auto-surf and manual-surf traffic exchanges over several months. We present a first of its kind analysis of the different types of malware that are propagated through these traffic exchanges. We find that more than 26\% of the URLs surfed on traffic exchanges contain malicious content. We further analyze different categories of malware encountered on traffic exchanges, including blacklisted domains, malicious JavaScript, malicious Flash, and malicious shortened URLs.",
keywords = "Malware, Traffic Exchanges",
author = "Salman Yousaf and Umar Iqbal and Shehroze Farooqi and Raza Ahmad and Zubair Shafiq and Fareed Zaffar",
note = "Publisher Copyright: {\textcopyright} 2016 IEEE.; 46th IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2016 ; Conference date: 28-06-2016 Through 01-07-2016",
year = "2016",
month = sep,
day = "29",
doi = "10.1109/DSN.2016.58",
language = "English",
series = "Proceedings - 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2016",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "572--582",
booktitle = "Proceedings - 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, DSN 2016",
}