... in which edge devices collaboratively train a global intrusion detection model using FTL, ensuring data privacy. GenAI synthesises novel attack data, significantly improving the model’s capability to detect zero-day threats that conventional methods may miss. Blockchain technology secures the integrity...

...Farah Jemili; Khaled Jouini; Ouajdi Korbaa Purpose The primary purpose of this paper is to introduce the drift detection method-online random forest (DDM-ORF) model for intrusion detection, combining DDM for detecting concept drift and ORF for incremental learning. The paper addresses...

...Josemila Baby Jesuretnam; Jeba James Rose Purpose This paper aims to propose a multi-dimensional hierarchical K-means clustering algorithm for the purpose of intrusion detection. Initially, the clustering set of rules is proposed to shape some of clusters in the network and then the most...