SafetyMed: a novel IoMT intrusion detection system using CNN-LSTM hybridization

N Faruqui, MA Yousuf, M Whaiduzzaman, AKM Azad… - Electronics, 2023 - mdpi.com
The Internet of Medical Things (IoMT) has become an attractive playground to
cybercriminals because of its market worth and rapid growth. These devices have limited …

Application of BukaGini algorithm for enhanced feature interaction analysis in intrusion detection systems

MA Bouke, A Abdullah, K Cengiz, S Akleylek - PeerJ Computer Science, 2024 - peerj.com
This article presents an evaluation of BukaGini, a stability-aware Gini index feature selection
algorithm designed to enhance model performance in machine learning applications …

Towards robust and efficient intrusion detection in IoMT: a deep learning approach addressing data leakage and enhancing model generalizability

MA Bouke, H El Atigh, A Abdullah - Multimedia Tools and Applications, 2024 - Springer
Abstract The Internet of Medical Things (IoMT) brings advanced patient monitoring and
predictive analytics to healthcare but also raises cybersecurity and data privacy issues. This …

Detecting Threats in IoT based Healthcare using Machine Learning Algorithms

A Nandini, A Behera, TK Mishra - 2024 IEEE 9th International …, 2024 - ieeexplore.ieee.org
Internet of Things (IoT) technology enables medical devices, sensors, and other healthcare-
related equipment to connect and communicate with each other. This connectivity enables …

[PDF][PDF] SafetyMed: A Novel IoMT Intrusion Detection System Using CNN-LSTM Hybridization. Electronics 2023, 12, 3541

N Faruqui, MA Yousuf, M Whaiduzzaman, AKM Azad… - 2023 - academia.edu
The Internet of Medical Things (IoMT) has become an attractive playground to
cybercriminals because of its market worth and rapid growth. These devices have limited …

Machine Learning Algorithms for the Detection of Threats in IoT Healthcare

V Arun, P Shenbagavalli, T Sridhar… - 2023 International …, 2023 - ieeexplore.ieee.org
IoT (Internet of Things) technology enables the connectivity and communication of
healthcare-related equipment, medical devices, and sensors. This connectivity enables …