Blockchain meets federated learning in healthcare: A systematic review with challenges and opportunities
R Myrzashova, SH Alsamhi… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Recently, innovations in the Internet of Medical Things (IoMT), information and
communication technologies, and machine learning (ML) have enabled smart healthcare …
communication technologies, and machine learning (ML) have enabled smart healthcare …
[HTML][HTML] Privacy-enhancing technologies in federated learning for the internet of healthcare things: a survey
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) …
modern healthcare system. With the emergence of the Internet of Healthcare Things (IoHT) …
Efficient privacy-preserving in IoMT with blockchain and lightweight secret sharing
Internet of Medical Things (IoMT) aggregates a series of smart medical devices and fully
uses the collected health data to improve user experience, medical resource utilization, and …
uses the collected health data to improve user experience, medical resource utilization, and …
Privacy preserving Federated Learning framework for IoMT based big data analysis using edge computing
The current industrial scenario has witnessed the application of several artificial intelligence-
based technologies for mining and processing IoMT-based big data. An emerging …
based technologies for mining and processing IoMT-based big data. An emerging …
Secure IoMT for disease prediction empowered with transfer learning in healthcare 5.0, the concept and case study
Identifying human diseases remains a difficult process, even in the age of advanced
information technology and the smart healthcare industry 5.0. In the smart healthcare …
information technology and the smart healthcare industry 5.0. In the smart healthcare …
Continuous dynamic gesture recognition using surface EMG signals based on blockchain-enabled internet of medical things
G Li, D Bai, G Jiang, D Jiang, J Yun, Z Yang, Y Sun - Information Sciences, 2023 - Elsevier
The integration of blockchain technology in the Internet of Medical Things (IoMT) enhances
user security, convenience and interoperability. It introduces a novel approach to gesture …
user security, convenience and interoperability. It introduces a novel approach to gesture …
Energy-efficient distributed federated learning offloading and scheduling healthcare system in blockchain based networks
Many disease detection and prevention applications in digital healthcare systems are widely
used but often focus only on prediction and classification, ignoring processing performance …
used but often focus only on prediction and classification, ignoring processing performance …
PPSS: A privacy-preserving secure framework using blockchain-enabled federated deep learning for industrial IoTs
The growing reliance of industry 4.0/5.0 on emergent technologies has dramatically
increased the scope of cyber threats and data privacy issues. Recently, federated learning …
increased the scope of cyber threats and data privacy issues. Recently, federated learning …
[HTML][HTML] A review of privacy enhancement methods for federated learning in healthcare systems
Federated learning (FL) provides a distributed machine learning system that enables
participants to train using local data to create a shared model by eliminating the requirement …
participants to train using local data to create a shared model by eliminating the requirement …
Securing IoT-based smart healthcare systems by using advanced lightweight privacy-preserving authentication scheme
S Das, S Namasudra, S Deb, PM Ger… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
In the healthcare network, the Internet of Things (IoT) devices are connected to the network
for enabling remote monitoring of patients' health. IoT Device (IoTD) security, however, is a …
for enabling remote monitoring of patients' health. IoT Device (IoTD) security, however, is a …