AppSniffer: Towards Robust Mobile App Fingerprinting Against VPN

Author:

Oh Sanghak1ORCID,Lee Minwook1ORCID,Lee Hyunwoo2ORCID,Bertino Elisa3ORCID,Kim Hyoungshick1ORCID

Affiliation:

1. Sungkyunkwan University, Republic of Korea

2. Korea Institute of Energy Technology, Republic of Korea

3. Purdue University, USA

Publisher

ACM

Reference51 articles.

1. 2022. Percentage of Mobile Device Website Traffic Worldwide from 1st Quarter 2015 to 2nd Quarter 2022 . https://www.statista.com/statistics/277125/share-of-website-traffic-coming-from-mobile-devices. ( Accessed on 9/23/2022). 2022. Percentage of Mobile Device Website Traffic Worldwide from 1st Quarter 2015 to 2nd Quarter 2022. https://www.statista.com/statistics/277125/share-of-website-traffic-coming-from-mobile-devices. (Accessed on 9/23/2022).

2. André Altmann , Laura Toloşi , Oliver Sander , and Thomas Lengauer . 2010 . Permutation Importance: A Corrected Feature Importance Measure. Bioinformatics (2010). André Altmann, Laura Toloşi, Oliver Sander, and Thomas Lengauer. 2010. Permutation Importance: A Corrected Feature Importance Measure. Bioinformatics (2010).

3. Yawning Angel and Philipp Winter. 2014. Obfs4 (The Obfourscator). https://gitweb.torproject.org/pluggable-transports/obfs4.git/tree/doc. (Accessed on 10/06/2022). Yawning Angel and Philipp Winter. 2014. Obfs4 (The Obfourscator). https://gitweb.torproject.org/pluggable-transports/obfs4.git/tree/doc. (Accessed on 10/06/2022).

4. Sikha Bagui , Xingang Fang , Ezhil Kalaimannan , Subhash  C. Bagui , and Joseph Sheehan . 2017. Comparison of Machine-learning Algorithms for Classification of VPN Network Traffic Flow Using Time-related Features. Journal of Cyber Security Technology ( 2017 ). Sikha Bagui, Xingang Fang, Ezhil Kalaimannan, Subhash C. Bagui, and Joseph Sheehan. 2017. Comparison of Machine-learning Algorithms for Classification of VPN Network Traffic Flow Using Time-related Features. Journal of Cyber Security Technology (2017).

5. Towards Evaluating the Robustness of Neural Networks

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1. AAE-DSVDD: A one-class classification model for VPN traffic identification;Computer Networks;2023-11

2. Characterizing Mobile Applications Through Analysis of DNS Traffic;Proceedings of the Int'l ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, & Ubiquitous Networks;2023-10-30

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