Edge Learning for Distributed Big Data Analytics: Theory, Algorithms, and System Design

ISBN-13: 9781108832373 / Angielski / Twarda / 2022 / 225 str.

Zhihao (The Hong Kong Polytechnic University) Qu

Opis

Introduces fundamental theory, basic and advanced algorithms, and system design issues. Essential for researchers and developers.

Spis treści

1. Introduction; 2. Preliminary; 3. Fundamental Theory and Algorithms of Edge Learning; 4. Communication-Efficient Edge Learning; 5. Computation Acceleration; 6. Efficient Training with Heterogeneous Data Distribution; 7. Security and Privacy Issues in Edge Learning Systems; 8. Edge Learning Architecture Design for System Scalability; 9. Incentive Mechanisms in Edge Learning Systems; 10. Edge Learning Applications.