Machine learning-based early detection of IoT botnets using network-edge traffic

Ayush Kumar,Mrinalini Shridhar,Sahithya Swaminathan,Teng Joon Lim

Computers & Security（2022）

引用 15|浏览19

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摘要

•EDIMA, an early IoT botnet detection solution meant for deployment at home network gateways, has been presented.•EDIMA exhibits a high detection rate and a negligible missed-detection rate in detecting individual IoT bots connected to the edge gateway.•With low bot detection delays and low RAM consumption, EDIMA offers a good runtime performance.

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关键词

Internet of things,IoT,Malware,Mirai,Botnet,Botnet detection,Machine learning,Anomaly detection,Intrusion detection

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