Dew-cloud-based hierarchical federated learning for intrusion detection in IoMT

P Singh, GS Gaba, A Kaur, M Hedabou… - IEEE journal of …, 2022 - ieeexplore.ieee.org
The coronavirus pandemic has overburdened medical institutions, forcing physicians to
diagnose and treat their patients remotely. Moreover, COVID-19 has made humans more …

A secure ensemble learning-based fog-cloud approach for cyberattack detection in IoMT

F Khan, MA Jan, R Alturki, MD Alshehri… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
The Internet of Medical Things (IoMT) effectively tackles several shortcomings of
conventional healthcare systems. It includes medical personnel shortages, patient care …

Fed-inforce-fusion: A federated reinforcement-based fusion model for security and privacy protection of IoMT networks against cyber-attacks

IA Khan, I Razzak, D Pi, N Khan, Y Hussain, B Li… - Information …, 2024 - Elsevier
Abstract Internet of Medical Things (IoMT) has emerged as a combination of sensors,
healthcare devices, and Internet of Things (IoT) to deliver better and intelligent healthcare …

Federated transfer learning-based ids for the internet of medical things (iomt)

Y Otoum, Y Wan, A Nayak - 2021 IEEE Globecom Workshops …, 2021 - ieeexplore.ieee.org
The Internet of Medical Things (IoMT) is a set of medical devices and applications that
connect to healthcare systems through the Internet. Those devices are equipped with …

An ensemble learning and fog-cloud architecture-driven cyber-attack detection framework for IoMT networks

P Kumar, GP Gupta, R Tripathi - Computer Communications, 2021 - Elsevier
Abstract Internet of Medical Things (IoMT), an application of Internet of Things (IoT), is
addressing countless limitation of traditional health-care systems such as quality of patient …

A deep learning-based intrusion detection technique for a secured IoMT system

JB Awotunde, KM Abiodun, EA Adeniyi… - … on Informatics and …, 2021 - Springer
The emergence of medical sensors in smart healthcare has brought about an intelligent
Internet of Medical Things (IoMT) system for detecting life-threatening ill-ness globally. The …

Using federated artificial intelligence system of intrusion detection for IoT healthcare system based on blockchain

P Tyagi - International Journal of Data Informatics and Intelligent …, 2023 - ijdiic.com
Abstract Recently Internet of things (IoT)-based healthcare system has expanded
significantly, however, they are restricted by the absence of an intrusion detection …

[HTML][HTML] FIDChain: Federated intrusion detection system for blockchain-enabled IoT healthcare applications

E Ashraf, NFF Areed, H Salem, EH Abdelhay, A Farouk - Healthcare, 2022 - mdpi.com
Recently, there has been considerable growth in the internet of things (IoT)-based
healthcare applications; however, they suffer from a lack of intrusion detection systems …

An ensemble multi-view federated learning intrusion detection for IoT

DC Attota, V Mothukuri, RM Parizi, S Pouriyeh - IEEE Access, 2021 - ieeexplore.ieee.org
The rise in popularity of Internet of Things (IoT) devices has attracted hackers to develop IoT-
specific attacks. The microservice architecture of IoT devices relies on the Internet to provide …

Intelligent ai-based healthcare cyber security system using multi-source transfer learning method

C Chakraborty, SM Nagarajan, GG Devarajan… - ACM Transactions on …, 2023 - dl.acm.org
Cyber-security intelligence have made a great impact over healthcare industry where
several researchers are developing new techniques to improve security for healthcare …