Abstract
The 5.0 era's arrival and the ongoing advancement of technology have had a significant impact on many facets of our society, including education. There is increased interest in employing federated learning (FL) strategies to enhance educational processes as a result of the expansion of educational data and the accessibility of digital platforms. FL proves to be a promising approach to leverage distributed data sources while preserving privacy and data security. This paper attempts to offer a thorough review of the most recent FL research projects and applications in the education sector during the 5.0 era. We examine the fundamental concepts of FL and explore its potential applications in the context of education namely in terms of providing personalised education, transforming the education landscape, achieving student outcomes, ensuring student engagement, preserving security and privacy implications for education, and related adaptive assessments. Additionally, we also discuss the challenges and considerations associated with implementing FL in educational settings. The paper will thus serve as a valuable resource for researchers, educators, policymakers, and industry professionals who are interested in leveraging FL to unlock the complete potential of educational data while ensuring privacy and security in the dynamic 5.0 era.
Original language | English |
---|---|
Title of host publication | 2023 IEEE International Conference on Dependable, Autonomic and Secure Computing, International Conference on Pervasive Intelligence and Computing, International Conference on Cloud and Big Data Computing, International Conference on Cyber Science and Technology Congress, DASC/PiCom/CBDCom/CyberSciTech 2023 |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 602-608 |
Number of pages | 7 |
ISBN (Electronic) | 9798350304602 |
DOIs | |
State | Published - 2023 |
Externally published | Yes |
Event | 2023 IEEE International Conference on Dependable, Autonomic and Secure Computing, 2023 International Conference on Pervasive Intelligence and Computing, 2023 International Conference on Cloud and Big Data Computing, 2023 International Conference on Cyber Science and Technology Congress, DASC/PiCom/CBDCom/CyberSciTech 2023 - Abu Dhabi, United Arab Emirates Duration: 14 Nov 2023 → 17 Nov 2023 |
Publication series
Name | 2023 IEEE International Conference on Dependable, Autonomic and Secure Computing, International Conference on Pervasive Intelligence and Computing, International Conference on Cloud and Big Data Computing, International Conference on Cyber Science and Technology Congress, DASC/PiCom/CBDCom/CyberSciTech 2023 |
---|
Conference
Conference | 2023 IEEE International Conference on Dependable, Autonomic and Secure Computing, 2023 International Conference on Pervasive Intelligence and Computing, 2023 International Conference on Cloud and Big Data Computing, 2023 International Conference on Cyber Science and Technology Congress, DASC/PiCom/CBDCom/CyberSciTech 2023 |
---|---|
Country/Territory | United Arab Emirates |
City | Abu Dhabi |
Period | 14/11/23 → 17/11/23 |
Bibliographical note
Publisher Copyright:© 2023 IEEE.
Keywords
- Federated Learning
- Industry 5.0
- Smart Education
ASJC Scopus subject areas
- Artificial Intelligence
- Computer Networks and Communications
- Hardware and Architecture
- Information Systems
- Information Systems and Management
- Safety, Risk, Reliability and Quality
- Control and Optimization