Agent architecture of an intelligent medical system based on federated learning and blockchain technology

D Połap, G Srivastava, K Yu - Journal of Information Security and …, 2021 - Elsevier
… , multi-agent systems, federated learning, and blockchain technology. Next, in Section 3, we
present our novel IoMT model that uses federated learning and blockchain technology. Our …

Federated learning meets blockchain in edge computing: Opportunities and challenges

DC Nguyen, M Ding, QV Pham… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
… In this context, federated learning (FL) has been proposed to … implementation, blockchain
as a ledger technology is attractive … Particularly, the integration of FL and blockchain leads to a …

A framework for privacy-preservation of IoT healthcare data using Federated Learning and blockchain technology

S Singh, S Rathore, O Alfarraj, A Tolba… - Future Generation …, 2022 - Elsevier
… of Federated Learning for smart applications; in Section 3, we discuss the problem formulation
followed by the blockchain and Federated Learning-… Blockchain and Federated Learning. …

Using blockchain technologies to improve security in federated learning systems

AR Short, HC Leligou, M Papoutsidakis… - 2020 IEEE 44th …, 2020 - ieeexplore.ieee.org
… In this section, we propose an algorithm for Federated Learning, that can be incorporated
in a bloc7chain environment and run inside a smart contract, in order to facilitate the learning

[HTML][HTML] A review on federated learning and machine learning approaches: Categorization, application areas, and blockchain technology

RO Ogundokun, S Misra, R Maskeliunas… - Information, 2022 - mdpi.com
… more into the relationship between blockchain, ML, and federated learning as seen in Table
… progress and incoming challenges in blockchain and federated learning for IoTs. Nguyen et …

[HTML][HTML] Integration of blockchain technology and federated learning in vehicular (iot) networks: A comprehensive survey

AR Javed, MA Hassan, F Shahzad, W Ahmed, S Singh… - Sensors, 2022 - mdpi.com
… can be addressed using Federated Learning (FL) and blockchain. FL can … Blockchain is a
distributed ledger that can store data while providing trust and integrity assurance. Blockchain

Blockchain-federated-learning and deep learning models for covid-19 detection using ct imaging

R Kumar, AA Khan, J Kumar, NA Golilarz… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
Blockchain technology authenticates the data and federated learning trains the model … a
global model using blockchain technology with federated learning while preserving privacy. …

Blockchain-enabled federated learning: A survey

Y Qu, MP Uddin, C Gan, Y Xiang, L Gao… - ACM Computing …, 2022 - dl.acm.org
blockchain and federated learning from various perspectives. In [58], Nguyen et al. discussed
blockchain… of Things, where blockchain and federated learning are separately discussed in …

When federated learning meets blockchain: A new distributed learning paradigm

C Ma, J Li, L Shi, M Ding, T Wang… - IEEE Computational …, 2022 - ieeexplore.ieee.org
learning paradigm known as federated learning (FL) has emerged. By training models locally
at each client and aggregating learning … this work, a blockchain-assisted decentralized FL …

Privacy-preserving blockchain-based federated learning for IoT devices

Y Zhao, J Zhao, L Jiang, R Tan, D Niyato… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
… system, we design a federated learning (FL) system leveraging a reputation mechanism to
assist home appliance manufacturers to train a machine learning model based on customers’ …