Federated Learning for IoT Applications is popular PDF and ePub book, written by Satya Prakash Yadav in 2022-02-02, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Federated Learning for IoT Applications can be Read Online from any device for your convenience.
Federated Learning for IoT Applications Book PDF Summary
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 federated learning 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.
Detail Book of Federated Learning for IoT Applications PDF
- Author : Satya Prakash Yadav
- Release : 02 February 2022
- Publisher : Springer Nature
- ISBN : 9783030855598
- Genre : Technology & Engineering
- Total Page : 269 pages
- Language : English
- PDF File Size : 9,8 Mb
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