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Paperback

Federated Learning for IoT Applications (EAI/Springer Innovations in Communication and Computing)

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Total $2,859.75

Paperback · 265 pages Springer International Publishing · 2023

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About the book

Federated Learning for IoT Applications (EAI/Springer Innovations in Communication and Computing)

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. 

Details

Publisher
Springer International Publishing
Format
Paperback
Published
Feb 4, 2023
ISBN-13
9783030855611
Pages
265
Printing
Printed on demand
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Federated Learning for IoT Applications (EAI/Springer Innovations in Communication and Computing) for groups: pricing

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CopiesPrice per copyYou save
25 – 49 $114.39 12% off list
50 – 99 $113.09 13% off list
100+ $111.79 14% off list
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Volume pricing applies automatically in your cart, with no code needed. Price per copy: 25 to 49 copies, $114.39 (12% off list); 50 to 99 copies, $113.09 (13% off list); 100+ copies, $111.79 (14% off list). Need a different quantity, or a quote to forward for approval? Ask a specialist and we will confirm pricing before you pay.

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