Joint Semantic Transfer Network for IoT Intrusion Detection. (arXiv:2210.15911v1 [cs.CR])

In this paper, we propose a Joint Semantic Transfer Network (JSTN) towards
effective intrusion detection for large-scale scarcely labelled IoT domain. As
a multi-source heterogeneous domain adaptation (MS-HDA) method, the JSTN
integrates a knowledge rich network intrusion (NI) domain and another
small-scale IoT intrusion (II) domain as source domains, and preserves
intrinsic semantic properties to assist target II domain intrusion detection.
The JSTN jointly transfers the following three semantics to learn a
domain-invariant and discriminative feature representation. The scenario
semantic …

detection intrusion intrusion detection iot network