Federated Leaing: Principles, Paradigms, and Applications

by: Jayakrushna Sahoo (Editor),Mariya Ouaissa (Editor),Akarsh K. Nair (Editor)&1more

Publisher: Apple Academic Press

Edition: 1st

Publication Date: 2024/9/20

Language: English

Print Length: 334 pages

ISBN-10: 177491638X

ISBN-13: 9781774916384

Book Description

This new book provides an in-depth understanding of federated leaing, a new and increasingly popular leaing paradigm that decouples data collection and model training via multi-party computation and model aggregation. The volume explores how federated leaing integrates AI technologies, such as blockchain, machine leaing, IoT, edge computing, and fog computing systems, allowing multiple collaborators to build a robust machine-leaing model using a large dataset. It highlights the capabilities and benefits of federated leaing, addressing critical issues such as data privacy, data security, data access rights, and access to heterogeneous data.The volume first introduces the general concepts of machine leaing and then summarizes the federated leaing system setup and its associated terminologies. It also presents a basic classification of FL, the application of FL for various distributed computing scenarios, an integrated view of applications of software-defined networks, etc. The book also explores the role of federated leaing in the Inteet of Medical Things systems as well.The book provides a pragmatic analysis of strategies for developing a communication-efficient federated leaing system. It also details the applicability of blockchain with federated leaing on IoT-based systems. It provides an in-depth study of FL-based intrusion detection systems, discussing their taxonomy and functioning and showcasing their superiority over existing systems.The book is unique in that it evaluates the privacy and security aspects in federated leaing. The volume presents a comprehensive analysis of some of the common challenges, proven threats, and attack strategies affecting FL systems. Special coverage on protected shot-based federated leaing for facial expression recognition is also included.This comprehensive book, Federated Leaing: Principles, Paradigms, and Applications, will enable research scholars, information technology professionals, and distributed computing engineers to understand various aspects of federated leaing concepts and computational techniques for real-life implementation.

About the Author

This new book provides an in-depth understanding of federated leaing, a new and increasingly popular leaing paradigm that decouples data collection and model training via multi-party computation and model aggregation. The volume explores how federated leaing integrates AI technologies, such as blockchain, machine leaing, IoT, edge computing, and fog computing systems, allowing multiple collaborators to build a robust machine-leaing model using a large dataset. It highlights the capabilities and benefits of federated leaing, addressing critical issues such as data privacy, data security, data access rights, and access to heterogeneous data.The volume first introduces the general concepts of machine leaing and then summarizes the federated leaing system setup and its associated terminologies. It also presents a basic classification of FL, the application of FL for various distributed computing scenarios, an integrated view of applications of software-defined networks, etc. The book also explores the role of federated leaing in the Inteet of Medical Things systems as well.The book provides a pragmatic analysis of strategies for developing a communication-efficient federated leaing system. It also details the applicability of blockchain with federated leaing on IoT-based systems. It provides an in-depth study of FL-based intrusion detection systems, discussing their taxonomy and functioning and showcasing their superiority over existing systems.The book is unique in that it evaluates the privacy and security aspects in federated leaing. The volume presents a comprehensive analysis of some of the common challenges, proven threats, and attack strategies affecting FL systems. Special coverage on protected shot-based federated leaing for facial expression recognition is also included.This comprehensive book, Federated Leaing: Principles, Paradigms, and Applications, will enable research scholars, information technology professionals, and distributed computing engineers to understand various aspects of federated leaing concepts and computational techniques for real-life implementation.