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Erol Gelenbe and Mert Nakip, IITIS-PAN

Publications

Nakip M, Gelenbe E. 2021. Botnet Attack Detection with Incremental Online Learning. EuroCybersec2021.

Conference: EuroCybersec2021 Authors: Nakip M, Gelenbe E. Abstract: In recent years, IoT devices have often been the target of Mirai Botnet attacks. This paper develops an intrusion detection method based on Auto-Associated Dense Random Neural Network with incremental online learning, targeting the detection of Mirai Botnet attacks. The proposed method…
Publications

Nakip M, Gelenbe E. 2021. MIRAI Botnet Attack Detection with Auto-Associative Dense Random Neural Network. 2021 IEEE Global Communications Conference 2021.

Conference: 2021 IEEE Global Communications Conference Authors: Nakip M, Gelenbe E. Abstract: Internet connected IoT devices have often been particularly vulnerable to Botnet attacks of the Mirai family in recent years. Thus we develop an attack detection scheme for Mirai Botnets, using the Auto-Associative Dense Random Neural Network that has…
Publications

Nakıip M, Gelenbe E. 2021. Randomization of Data Generation Times Improves Performance of Predictive IoT Networks. 2021 IEEE World Forum on Internet of Things (WF-IoT).

Conference: 2021 IEEE World Forum on Internet of Things (WF-IoT) Authors: Nakıip M, Gelenbe E. Abstract: Input traffic from Internet of Things (IoT) devices is often both periodic and requires to be received by a given deadline. This can create congestion at instants of time when traffic flowing from multiple…