A comprehensive survey for IoT security datasets taxonomy, classification and machine learning mechanisms

C Alex, G Creado, W Almobaideen, OA Alghanam… - Computers & …, 2023 - Elsevier
This survey paper compares existing IoT related datasets found in the literature with three
main objectives. The first one is to highlight the characteristics of these datasets such as the …

[HTML][HTML] CICIoT2023: A real-time dataset and benchmark for large-scale attacks in IoT environment

ECP Neto, S Dadkhah, R Ferreira, A Zohourian, R Lu… - Sensors, 2023 - mdpi.com
Nowadays, the Internet of Things (IoT) concept plays a pivotal role in society and brings new
capabilities to different industries. The number of IoT solutions in areas such as …

Towards the development of a realistic multidimensional IoT profiling dataset

S Dadkhah, H Mahdikhani, PK Danso… - 2022 19th Annual …, 2022 - ieeexplore.ieee.org
The Internet of Things (IoT) is an emerging technology that enables the development of low-
cost and energy-efficient IoT devices across various solutions from smart cities to healthcare …

Transfer learning approach to IDS on cloud IoT devices using optimized CNN

OD Okey, DC Melgarejo, M Saadi, RL Rosa… - IEEE …, 2023 - ieeexplore.ieee.org
Data centralization can potentially increase Internet of Things (IoT) usage. The trend is to
move IoT devices to a centralized server with higher memory capacity and a more robust …

Application of artificial intelligence to network forensics: Survey, challenges and future directions

S Rizvi, M Scanlon, J Mcgibney, J Sheppard - Ieee Access, 2022 - ieeexplore.ieee.org
Network forensics focuses on the identification and investigation of internal and external
network attacks, the reverse engineering of network protocols, and the uninstrumented …

Collaborative DDoS detection in distributed multi-tenant IoT using federated learning

ECP Neto, S Dadkhah… - 2022 19th Annual …, 2022 - ieeexplore.ieee.org
Nowadays, the Internet of Things (IoT) has attracted much attention from the industry, and
new initiatives are expected to be developed in the next decade. IoT is establishing a …

Towards a better labeling process for network security datasets

S Garcia, V Valeros - arXiv preprint arXiv:2305.01337, 2023 - arxiv.org
Most network security datasets do not have comprehensive label assignment criteria,
hindering the evaluation of the datasets, the training of models, the results obtained, the …

Cyber Attacks Classification on Enriching IoT Datasets

AH Jarjis, NYS Al Zubaidi, MK Pehlivanoglu - EAI Endorsed Transactions …, 2023 - eudl.eu
In the era of the 5.0 industry, the use of the Internet of Things (IoT) has increased. The data
generates from sensors through IoT industrial systems, any fault in those systems affects …

IoT Veri Kümelerinde Makine Öğrenmesi Tekniklerine Dayalı Saldırı Tespiti

MK Pehlivanoğlu, A Kuyucu, R Kaya… - Avrupa Bilim ve Teknoloji …, 2023 - dergipark.org.tr
Servis Hizmet Reddi ve Dağıtık Servis Hizmet Reddi saldırıları sistemleri çökertmeyi ve
hasar vermeyi amaçlarken, Port Tarama saldırısı ise sistemden veri toplamayı amaçlayan …

Towards Resource-Efficient DDoS Detection in IoT: Leveraging Feature Engineering of System and Network Usage Metrics

N Gavric, GP Bhandari, A Shalaginov - 2024 - researchsquare.com
Abstract The Internet of Things (IoT) is omnipresent, exposing a large number of devices that
often lack security controls to the public Internet. In the modern world, many everyday …