ActDroid: An active learning framework for Android malware detection. (arXiv:2401.16982v1 [cs.CR])

The growing popularity of Android requires malware detection systems that can
keep up with the pace of new software being released. According to a recent
study, a new piece of malware appears online every 12 seconds. To address this,
we treat Android malware detection as a streaming data problem and explore the
use of active online learning as a means of mitigating the problem of labelling
applications in a timely and cost-effective manner. Our resulting framework
achieves accuracies of up …

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