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...
Main Authors: | Cochrane, T, Foster, P, Chhabra, V, Lemercier, M, Lyons, T, Salvi, C |
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Format: | Internet publication |
Language: | English |
Published: |
2021
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