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Federated Learning for the Metaverse: Applications in Virtual Environments provides readers with insights into how federated learning, a decentralized machine learning paradigm, can be strategically applied to address critical aspects of the metaverse. The book covers a wide range of topics, including privacy-preserving personalization, security, collaboration, adaptive learning environments, real-time communication, decentralized governance, language understanding, immersive learning experiences, avatar customization, and dynamic scene rendering.
List of contents
1. Introduction to Federated Learning and the Metaverse
2. Federated Learning Models and algorithms for privacy-preserving personalization in Metaverse
3. Privacy-Preserving Personalization in the Metaverse
4. Security and Threat Detection in Virtual Environments
5. Cross-Platform Collaboration and Consistency
6. Adaptive and Immersive Learning Experiences with Federated Learning
7. Real-Time Communication Enhancement
8. Decentralized Governance and Regulation
9. Localized Language Understanding in a Multilingual Metaverse
10. Content Creation and Customization for Enhanced Experiences
11. Federated Learning for Metaverse: A Comprehensive Survey
12. Ethical Considerations and Future Trends
About the author
Prof. Jhanjhi is currently working as a Professor in Computer Science (Cybersecurity) and Program Director for the Postgraduate Research Degree Programmes at the School of Computer Science at Taylor’s University, Malaysia. He has been nominated as the world’s top 2% research scientist globally for 2022 and 2023, received the vice chancellor’s highly cited research award, and was nominated as an Outstanding faculty member by the MDEC Malaysia for the year 2022. He has several international Patents on his account, including Australian, German, UK, and Japanese. He edited/authored over 45 research books published by world-class publishers. He has excellent experience supervising and co-supervising postgraduate students, and more than 37 Postgraduate scholars graduated under his supervision. Prof. Jhanjhi serves as Associate Editor and Editorial Assistant Board for several reputable journals, such as PeerJ Computer Science, CMC Computers, Materials & Continua, Computer Systems Science and Engineering CSSE, and Frontier in Communication and Networks. He received Outstanding Associate Editor for IEEE ACCESS. He has been a Keynote/Invited speaker for more than 60 international conferences and chaired international conference sessions globally. His research areas include Cybersecurity, IoT security, Wireless security, Data Science, Software Engineering, and UAVs.Dr. Mamoona is currently working as a Senior Lecturer with the Department of computing, School of Arts Humanities and Social Sciences, University of Roehampton, London, SW15 5PJ, United Kingdom. She has highly indexed publications in WoS/ISI/SCI/Scopus, and her collective research Impact factor is more than 200 plus points. Her Google Scholar H index is 38, and I-10 Index is 110 plus, with more than 200 publications on her credit. She has several international Patents on her account, including UK and Japanese. She edited/authored several research books published by world-class publishers. She has excellent experience of supervising and co-supervising postgraduate students, and a good number of Postgraduate scholars graduated under her supervision. Dr. Mamoona serves as a reviewer for several reputable journals. She has completed several funded research grants successfully. She has served as a Keynote/Invited speaker for many international conferences and workshops. She has vast experience in academic qualifications, including ABET, and NCAAA. Her research areas include Cyber Security, Wireless Sensor Networks (WSN), the Internet of Things (IoT), Requirement Engineering, Global Software Development, and Knowledge Management.
Dr Faizan Ahmad is a recognized leader in the field of Computer Science, specializing in Human-computing interaction who previously led a Research Center for Human-Computer Interaction in his previous role for 5 years and published 17 high-quality research articles with a citation count of 460 in prestigious journals and conferences. Currently, he is serving a research and teaching leadership role at Cardiff Metropolitan University Wales, UK. He led research on Human-computing Interaction, Augmented and Virtual reality. He is leading an international research collaboration, currently leading MoUs with international research institutions.Momina Shaheen is Lecturer of Computing, in University of Roehampton, London, United Kingdom. She has more than 6+ years of experience in research and academia. She has 10 journal and 3 conference publications. She is a Ph.D. Scholar of University of Management and Technology, Lahore, Pakistan. She earned her master’s in software engineering from Bahria University Islamabad Campus in 2016. She has supervised and initiated several projects in her career. She has led different project in Machine Learning, Data Science, Artificial Intelligence, Federated Learning, Agent-based Modelling, Cognitive Sciences and Distributed Systems.
