Anomaly detection in IoT-based healthcare: machine learning for enhanced security

MM Khan, M Alkhathami - Scientific Reports, 2024 - nature.com
Abstract Internet of Things (IoT) integration in healthcare improves patient care while also
making healthcare delivery systems more effective and economical. To fully realize the …

Detecting cyberthreats in Metaverse learning platforms using an explainable DNN

EC Nkoro, CI Nwakanma, JM Lee, DS Kim - Internet of Things, 2024 - Elsevier
The rapid integration of the Internet of Artificial Intelligence and Internet of Things (AI-IoT)
technologies has given rise to a pivotal element of the upcoming digital era, the Metaverse …

Review on Approaches of Federated Modeling in Anomaly-Based Intrusion Detection for IoT Devices

UA Isma'ila, KU Danyaro, AA Muazu… - IEEE Access, 2024 - ieeexplore.ieee.org
The novelty of Federated Learning (FL) has emerged as a promising alternative to
centralized machine learning systems in the context of anomaly-based intrusion detection …

Training Machine Learning models at the Edge: A Survey

AR Khouas, MR Bouadjenek, H Hacid… - arXiv preprint arXiv …, 2024 - arxiv.org
Edge Computing (EC) has gained significant traction in recent years, promising enhanced
efficiency by integrating Artificial Intelligence (AI) capabilities at the edge. While the focus …

Performance Evaluation of Deep Learning Models for Classifying Cybersecurity Attacks in IoT Networks

FL Becerra-Suarez, VA Tuesta-Monteza… - Informatics, 2024 - mdpi.com
The Internet of Things (IoT) presents great potential in various fields such as home
automation, healthcare, and industry, among others, but its infrastructure, the use of open …

[PDF][PDF] Review on Approaches of Federated Modeling in Anomaly-Based Intrusion Detection for IoT Devices

AA MUAZU, UD MAIWADA - 2024 - researchgate.net
ABSTRACT The novelty of Federated Learning (FL) has emerged as a promising alternative
to centralized machine learning systems in the context of anomaly-based intrusion detection …

Machine Learning-Based Attack Detection for the Internet of Things

DD Bikila, J Čapek - Available at SSRN 4785042 - papers.ssrn.com
The number of Internet of Things (IoT) device connections is increasing rapidly as IoT
applications are vital in any operation. IoT must maintain safe internet access that withstands …