Ma, Yao
Deep Learning on Graphs
- ISBN 13:
- 9781108831741
- author:
- Ma, Yao
- format:
- Hardback
- publisher:
- Cambridge University Press
- language:
- English
- Publication Year:
- 2021
- Pages:
- 400
- Dimensions:
- 23.4 x 15.5 x 2.3 centimetres (0
- Genre:
- Computers, Computer Science, Mathematik,
- Condition:
- New
- Availability:
- Item usually sent within 5 working days
Description
Deep Learning on Graphs by Yao Ma and Jiliang Tang is a comprehensive guide to this rapidly evolving field. The book is structured into four parts, covering the basics of graphs and deep learning, established methods, typical applications, and advances in methods and applications. This self-contained text makes it accessible to a wide range of readers, including students, practitioners, and researchers from diverse backgrounds. Part 1 introduces fundamental concepts, while Part 2 presents established methods that can be applied in various settings. The book then delves into practical applications across natural language processing, computer vision, data mining, biochemistry, and healthcare. By covering both the basics and cutting-edge research, Deep Learning on Graphs provides a valuable resource for those looking to adopt graph neural networks into their work or explore new opportunities with this technology.