SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel

The development of machine learning algorithms in the cyber security domain has been impeded by the complex, hierarchical, sequential and multimodal nature of the data involved. In this paper we introduce the notion of a streaming tree as a generic data structure encompassing a large portion of real...

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Bibliographic Details
Main Authors: Cochrane, T, Foster, P, Chhabra, V, Lemercier, M, Lyons, T, Salvi, C
Format: Conference item
Language:English
Published: IEEE 2021