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Machine Learning-Based Early Detection of IoT Botnets Using Network-Edge Traffic
Ayush Kumar, Mrinalini Shridhar, Sahithya Swaminathan +1
In this work, we present a lightweight IoT botnet detection solution, EDIMA, which is designed to be deployed at the edge gateway installed in home networks and targets early detec…
EDIMA: Early Detection of IoT Malware Network Activity Using Machine Learning Techniques
Ayush Kumar, Teng Joon Lim
The widespread adoption of Internet of Things has led to many security issues. Post the Mirai-based DDoS attack in 2016 which compromised IoT devices, a host of new malware using M…
A Secure Contained Testbed for Analyzing IoT Botnets
Ayush Kumar, Teng Joon Lim
Many security issues have come to the fore with the increasingly widespread adoption of Internet-of-Things (IoT) devices. The Mirai attack on Dyn DNS service, in which vulnerable I…
Early Detection Of Mirai-Like IoT Bots In Large-Scale Networks Through Sub-Sampled Packet Traffic Analysis
Ayush Kumar, Teng Joon Lim
The widespread adoption of Internet of Things has led to many security issues. Recently, there have been malware attacks on IoT devices, the most prominent one being that of Mirai.…