[HTML][HTML] Federated learning for secure IoMT-applications in smart healthcare systems: A comprehensive review

S Rani, A Kataria, S Kumar, P Tiwari - Knowledge-Based Systems, 2023 - Elsevier
Recent developments in the Internet of Things (IoT) and various communication
technologies have reshaped numerous application areas. Nowadays, IoT is assimilated into …

On the physical layer security of federated learning based IoMT networks

J Ahmed, TN Nguyen, B Ali, MA Javed… - IEEE Journal of …, 2022 - ieeexplore.ieee.org
Internet of Medical Things (IoMT) connects different medical devices, health sensors and
hospital records to data platforms using wireless communications. Federated Learning (FL) …

[HTML][HTML] Privacy-enhancing technologies in federated learning for the internet of healthcare things: a survey

F Mosaiyebzadeh, S Pouriyeh, RM Parizi, QZ Sheng… - Electronics, 2023 - mdpi.com
Advancements in wearable medical devices using the IoT technology are shaping the
modern healthcare system. With the emergence of the Internet of Healthcare Things (IoHT) …

Federated learning for privacy preservation in smart healthcare systems: A comprehensive survey

M Ali, F Naeem, M Tariq… - IEEE journal of biomedical …, 2022 - ieeexplore.ieee.org
Recent advances in electronic devices and communication infrastructure have
revolutionized the traditional healthcare system into a smart healthcare system by using …

Federated learning for medical applications: A taxonomy, current trends, challenges, and future research directions

A Rauniyar, DH Hagos, D Jha… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
With the advent of the Internet of Things (IoT), Artificial Intelligence (AI), Machine Learning
(ML), and Deep Learning (DL) algorithms, the landscape of data-driven medical applications …

Boosted federated learning based on improved Particle Swarm Optimization for healthcare IoT devices

EH Houssein, A Sayed - Computers in Biology and Medicine, 2023 - Elsevier
As healthcare data becomes increasingly available from various sources, including clinical
institutions, patients, insurance companies, and pharmaceutical industries, machine …

[HTML][HTML] A secure healthcare 5.0 system based on blockchain technology entangled with federated learning technique

A Rehman, S Abbas, MA Khan, TM Ghazal… - Computers in Biology …, 2022 - Elsevier
In recent years, the global Internet of Medical Things (IoMT) industry has evolved at a
tremendous speed. Security and privacy are key concerns on the IoMT, owing to the huge …

Sustainability of healthcare data analysis IoT-based systems using deep federated learning

H Elayan, M Aloqaily, M Guizani - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Due to recent privacy trends and the increase in data breaches in various industries, it has
become imperative to adopt new technologies that support data privacy, maintain accuracy …

Secure and provenance enhanced internet of health things framework: A blockchain managed federated learning approach

MA Rahman, MS Hossain, MS Islam, NA Alrajeh… - Ieee …, 2020 - ieeexplore.ieee.org
Recent advancements in the Internet of Health Things (IoHT) have ushered in the wide
adoption of IoT devices in our daily health management. For IoHT data to be acceptable by …

[HTML][HTML] Federated learning-based AI approaches in smart healthcare: concepts, taxonomies, challenges and open issues

A Rahman, MS Hossain, G Muhammad, D Kundu… - Cluster computing, 2023 - Springer
Abstract Federated Learning (FL), Artificial Intelligence (AI), and Explainable Artificial
Intelligence (XAI) are the most trending and exciting technology in the intelligent healthcare …