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Quantifying and Managing Impacts of Concept Drifts on IoT Traffic Inference in Residential ISP Networks. (arXiv:2301.06695v2 [cs.LG] UPDATED)
cs.CR updates on arXiv.org arxiv.org
Millions of vulnerable consumer IoT devices in home networks are the enabler
for cyber crimes putting user privacy and Internet security at risk. Internet
service providers (ISPs) are best poised to play key roles in mitigating risks
by automatically inferring active IoT devices per household and notifying users
of vulnerable ones. Developing a scalable inference method that can perform
robustly across thousands of home networks is a non-trivial task. This paper
focuses on the challenges of developing and applying data-driven …
concept consumer consumer iot crimes cyber cyber crimes devices home internet internet security internet service iot iot devices isp isp networks isps key networks play privacy risk risks roles security service service providers traffic user privacy vulnerable