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Responsible Graph Neural Networks




  • Available for pre-order on April 12, 2023. Item will ship after May 3, 2023
ISBN 9781032359885
May 3, 2023 Forthcoming by Chapman & Hall
330 Pages 41 B/W Illustrations

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Book Description

More frequent and complex cyber threats require robust, automated and rapid responses from cyber security specialists. This book offers a complete study in the area of graph learning in cyber, emphasising graph neural networks (GNNs) and their cyber security applications.

Three parts examine the basics; methods and practices; and advanced topics. The first part presents a grounding in graph data structures and graph embedding and gives a taxonomic view of GNNs and cyber security applications. Part two explains three different categories of graph learning including deterministic, generative and reinforcement learning and how they can be used for developing cyber defence models. The discussion of each category covers the applicability of simple and complex graphs, scalability, representative algorithms and technical details.

Undergraduate students, graduate students, researchers, cyber analysts, and AI engineers looking to understand practical deep learning methods will find this book an invaluable resource.

Table of Contents

1.Introduction to Graph Intelligence 2. Fundamentals of Graph Representations 3. Training Deep Neural Networks 4. Demystifying Graph Neural Networks 5. Demystifying Graph Convolutional Networks 6. Demystifying Graph Attention Network 7. Advanced Convolutional Neural Network 8. Demystifying Graph Autoencoder 9. Demystifying Interpretable Graph Intelligence 10. Demystifying Privacy Preservation for Graph Intelligence

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Author(s)

Biography

Nour Moustafa is currently Senior Lecturer and leader of Intelligent Security Group at the School of Engineering & Information Technology, University of New South Wales (UNSW Canberra), Australia. He is also Strategic Advisor (AI-SME) at the DXC Technology, Canberra, Australia.

Mohamed Abdel-Basset is an Associate Professor at the Faculty of Computers and Informatics, Zagazig University, Egypt.

Hossam Hawash is senior researcher from the Department of Computer Science, Faculty of Computers and Informatics, Zagazig University, Egypt.

Zahir Tari is the Research Director of the RMIT Centre of Cyber Security Research and Innovation (CCSRI),RMIT University, School of Computing Technologies, Melbourne VIC 3000, Australia.