Large-Scale Mobile App Identification Using Deep Learning

作者: Shahbaz Rezaei , Bryce Kroencke , Xin Liu

DOI: 10.1109/ACCESS.2019.2962018

关键词:

摘要: … propose a deep learning model for mobile app identification that works even with encrypted traffic. … To solve the second challenge of identifying the source app of an ambiguous flow, we …

参考文章(55)
Meng Zhang, Hongli Zhang, Bo Zhang, Gang Lu, Encrypted Traffic Classification Based on an Improved Clustering Algorithm International Conference on Trustworthy Computing and Services. pp. 124- 131 ,(2012) , 10.1007/978-3-642-35795-4_16
Laurent Bernaille, Renata Teixeira, Early recognition of encrypted applications passive and active network measurement. ,vol. 4427, pp. 165- 175 ,(2007) , 10.1007/978-3-540-71617-4_17
Roni Bar - Yanai, Michael Langberg, David Peleg, Liam Roditty, Realtime classification for encrypted traffic symposium on experimental and efficient algorithms. pp. 373- 385 ,(2010) , 10.1007/978-3-642-13193-6_32
Matthew D. Zeiler, Rob Fergus, Visualizing and Understanding Convolutional Networks european conference on computer vision. pp. 818- 833 ,(2014) , 10.1007/978-3-319-10590-1_53
William Enck, Patrick McDaniel, Jaeyeon Jung, Byung-Gon Chun, Peter Gilbert, Anmol N. Sheth, Landon P. Cox, TaintDroid: an information-flow tracking system for realtime privacy monitoring on smartphones operating systems design and implementation. pp. 393- 407 ,(2010) , 10.5555/1924943.1924971
Riyad Alshammari, A. Nur Zincir-Heywood, Can encrypted traffic be identified without port numbers, IP addresses and payload inspection? Computer Networks. ,vol. 55, pp. 1326- 1350 ,(2011) , 10.1016/J.COMNET.2010.12.002
Yuichi Kumano, Shingo Ata, Nobuyuki Nakamura, Yoshihiro Nakahira, Ikuo Oka, Towards real-time processing for application identification of encrypted traffic 2014 International Conference on Computing, Networking and Communications (ICNC). pp. 136- 140 ,(2014) , 10.1109/ICCNC.2014.6785319
Maciej Korczynski, Andrzej Duda, Markov chain fingerprinting to classify encrypted traffic international conference on computer communications. pp. 781- 789 ,(2014) , 10.1109/INFOCOM.2014.6848005
Anh Le, Janus Varmarken, Simon Langhoff, Anastasia Shuba, Minas Gjoka, Athina Markopoulou, None, AntMonitor: A System for Monitoring from Mobile Devices acm special interest group on data communication. pp. 15- 20 ,(2015) , 10.1145/2787394.2787396
Amir R Khakpour, Alex X. Liu, An information-theoretical approach to high-speed flow nature identification IEEE ACM Transactions on Networking. ,vol. 21, pp. 1076- 1089 ,(2013) , 10.1109/TNET.2012.2219591