Blockchain-Based Two-Stage Federated Learning With Non-IID Data in IoMT System

Federal learning edge network based sentiment analysis combating global COVID-19

“…Lian et al. [31] introduced a two-stage block-chain based federated learning framework protecting data communications in internet of medical things (IoMT) systems. HASSAN et al.…”

A game theory-based COVID-19 close contact detecting method with edge computing collaboration

“…Users are usually geographically distributed and the method used under the wireless distributed scenario is required to be decentralized. There exist many classic techniques which can fulfill the requirements like block chain [33] , [34] , [35] and game theory [36] . As a powerful tool to evaluate the interaction between multiple different players according to their individual interest and rationality, game theory has been successfully applied in many fields [37] .…”

A new federated learning-based wireless communication and client scheduling solution for combating COVID-19

“…With the emergence of deep learning [1] , [2] , [3] , [4] in the industry, people use machine learning methods in various fields such as the Internet of things [5] , [6] , [7] , healthcare [8] , [9] , [10] , [11] , and edge computing [12] , [13] . In the medical field, medical image classification based on deep learning trained models is an efficient and cost-effective method, especially for COVID-19 detection.…”