Federated Learning for IoT Applications

Language: English

Published by Springer, Birkhäuser Feb 2022, 2022

3030855589 / 9783030855581

Series: Book 106 of 129 - EAI/Springer Innovations in Communication and Computing

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This item is printed on demand - Print on Demand Titel. Neuware -This book presents how federated learning helps to understand and learn from user activity in Internet of Things (IoT) applications while protecting user privacy. The authors first show how federated learning provides a unique way to build personalized models using data without intruding on users' privacy. The authors then provide a comprehensive survey of state-of-the-art research on federated learning, giving the reader a general overview of the field. The book also investigates how a personalized federated learning framework is needed in cloud-edge architecture as well as in wireless-edge architecture for intelligent IoT applications. To cope with the heterogeneity issues in IoT environments, the book investigates emerging personalized federated learning methods that are able to mitigate the negative effects caused by heterogeneities in different aspects. The book provides case studies of IoT based human activity recognition to demonstrate the effectiveness of personalized federatedlearning for intelligent IoT applications, as well as multiple controller design and system analysis tools including model predictive control, linear matrix inequalities, optimal control, etc. This unique and complete co-design framework will benefit researchers, graduate students and engineers in the fields of control theory and engineering.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 276 pp. Englisch.

Seller Inventory # 9783030855581

Title
Federated Learning for IoT Applications
Author
Satya Prakash Yadav
Publisher
Springer, Birkhäuser Feb 2022
Publication year
2022
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3030855589
ISBN 13
9783030855581
Item weight
582 grams
Dimensions
241x160x21 mm
Series
Book 106 of 129: EAI/Springer Innovations in Communication and Computing

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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