no code implementations • 4 Nov 2021 • Mohanad Sarhan, Siamak Layeghy, Nour Moustafa, Marius Portmann
The framework has been designed and evaluated in this paper by using two key datasets in a NetFlow format known as NF-UNSW-NB15-v2 and NF-BoT-IoT-v2.
no code implementations • 28 Aug 2021 • Mohanad Sarhan, Siamak Layeghy, Nour Moustafa, Marcus Gallagher, Marius Portmann
In an analysis of related works, it was observed that most researchers aim to obtain better classification results by using a set of untried combinations of Feature Reduction (FR) and Machine Learning (ML) techniques on NIDS datasets.
no code implementations • 9 Feb 2021 • Ayodeji Oseni, Nour Moustafa, Helge Janicke, Peng Liu, Zahir Tari, Athanasios Vasilakos
The increased adoption of Artificial Intelligence (AI) presents an opportunity to solve many socio-economic and environmental challenges; however, this cannot happen without securing AI-enabled technologies.
no code implementations • 8 Dec 2020 • Mohammed Hassanin, Ibrahim Radwan, Nour Moustafa, Murat Tahtali, Neeraj Kumar
In it, a Defensive Feature Layer (DFL) is integrated with a well-known DNN architecture which assists in neutralizing the effects of illegitimate perturbation samples in the feature space.
no code implementations • 8 Dec 2020 • Mohammed Hassanin, Nour Moustafa, Murat Tahtali
Several research studies have been conducted to address this issue and build more robust deep learning models.
no code implementations • 4 Oct 2020 • Nour Moustafa, Marwa Keshk, Essam Debie, Helge Janicke
This paper presents the description of new datasets, the so-called ToN_IoT, which involve federated data sources collected from telemetry datasets of IoT services, operating system datasets of Windows and Linux, and datasets of network traffic.
Cryptography and Security
no code implementations • 5 Aug 2020 • Peilun Wu, Nour Moustafa, Shiyi Yang, Hui Guo
High false alarm rate and low detection rate are the major sticking points for unknown threat perception.
no code implementations • 2 May 2020 • Nickolaos Koroniotis, Nour Moustafa
The popularity of IoT smart things is rising, due to the automation they provide and its effects on productivity.
no code implementations • 19 Jan 2020 • Peilun Wu, Hui Guo, Nour Moustafa
To address this problem, the network intrusion detection system (NIDS) has been used.
no code implementations • 2 Nov 2018 • Nickolaos Koroniotis, Nour Moustafa, Elena Sitnikova, Benjamin Turnbull
The proliferation of IoT systems, has seen them targeted by malicious third parties.
Cryptography and Security