Federated Learning for Iot Applications Yadav Satya Prakash
Federated Learning for Iot Applications Yadav Satya Prakash This book presents how federated learning helps to understand and learn from user activity in Internet of Things (IoT) applications while…
Specifikacia Federated Learning for Iot Applications Yadav Satya Prakash
Federated Learning for Iot Applications Yadav Satya Prakash
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 then provide a comprehensive survey of state-of-the-art research on federated learning, giving the reader a general overview of the field. The authors first show how federated learning provides a unique way to build personalized models using data without intruding users' privacy.
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 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. The book provides case studies