Generating Network Intrusion Detection Dataset Based on Real and Encrypted Synthetic Attack Traffic

The lack of publicly available up-to-date datasets contributes to the difficulty in evaluating intrusion detection systems. This paper introduces HIKARI-2021, a dataset that contains encrypted synthetic attacks and benign traffic. conforms two requirements: content requirements, which focus on produced dataset, process how is built. We compile these requirements enable future developments we make HIKARI-2021 along with procedures build it, for public.