Classifying IoT Devices in Smart Environments Using Network Traffic Characteristics
作者： Arunan Sivanathan , Hassan Habibi Gharakheili , Franco Loi , Adam Radford , Chamith Wijenayake
关键词: Internet of Things 、 Cryptography 、 Network security 、 Mobile computing 、 Smart environment 、 Computer network 、 Computer science
摘要: The Internet of Things (IoT) is being hailed as the next wave revolutionizing our society, and smart homes, enterprises, and cities are increasingly being equipped with a plethora of IoT devices. Yet, operators of such smart environments may not even be fully aware of their IoT assets, let alone whether each IoT device is functioning properly safe from cyber-attacks. In this paper, we address this challenge by developing a robust framework for IoT device classification using traffic characteristics obtained at the network level. Our contributions are …
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uq.edu.au参考文章(23)
Anders Orrevad, M2M Traffic Characteristics : When machines participate in communication ,(2009)
Kamal Nigam, Andrew McCallum, A comparison of event models for naive bayes text classification national conference on artificial intelligence. pp. 41- 48 ,(1998)
Navid Nikaein, Philipp Svoboda, Markus Rupp, Markus Laner, Traffic models for machine type communications international symposium on wireless communication systems. pp. 1- 5 ,(2013)
M. Laner, N. Nikaein, P. Svoboda, M. Popovic, D. Drajic, S. Krco, Traffic models for machine-to-machine (M2M) communications: types and applications Machine-to-machine (M2M) Communications#R##N#Architecture, Performance and Applications. pp. 133- 154 ,(2014) , 10.1016/B978-1-78242-102-3.00008-3
R. Droms, S. Alexander, DHCP Options and BOOTP Vendor Extensions DHCP Options and BOOTP Vendor Extensions. ,vol. 1533, pp. 1- 30 ,(1993)
Sukhvir Notra, Muhammad Siddiqi, Hassan Habibi Gharakheili, Vijay Sivaraman, Roksana Boreli, None, An experimental study of security and privacy risks with emerging household appliances communications and networking symposium. pp. 79- 84 ,(2014) , 10.1109/CNS.2014.6997469
Raihana Ferdous, Renato Lo Cigno, Alessandro Zorat, On the Use of SVMs to Detect Anomalies in a Stream of SIP Messages international conference on machine learning and applications. ,vol. 1, pp. 592- 597 ,(2012) , 10.1109/ICMLA.2012.109
Andrew W. Moore, Denis Zuev, Internet traffic classification using bayesian analysis techniques measurement and modeling of computer systems. ,vol. 33, pp. 50- 60 ,(2005) , 10.1145/1064212.1064220
Marios Iliofotou, Michalis Faloutsos, Michael Mitzenmacher, Exploiting dynamicity in graph-based traffic analysis Proceedings of the 5th international conference on Emerging networking experiments and technologies - CoNEXT '09. pp. 241- 252 ,(2009) , 10.1145/1658939.1658967
Muhammad Zubair Shafiq, Lusheng Ji, Alex X. Liu, Jeffrey Pang, Jia Wang, A first look at cellular machine-to-machine traffic Proceedings of the 12th ACM SIGMETRICS/PERFORMANCE joint international conference on Measurement and Modeling of Computer Systems - SIGMETRICS '12. ,vol. 40, pp. 65- 76 ,(2012) , 10.1145/2254756.2254767