Responsible Graph Neural Networks

Abdel-Basset, Mohamed, Moustafa, Nour, Hawash, Hossam

Responsible Graph Neural Networks
  • 出版商: CRC
  • 出版日期: 2023-06-05
  • 售價: $3,510
  • 貴賓價: 9.5 折 $3,335
  • 語言: 英文
  • 頁數: 307
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032359897
  • ISBN-13: 9781032359892
  • 其他版本: Responsible Graph Neural Networks

    • 下單後立即進貨 (約2~4週)

商品描述

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, emphasizing 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. The second part explains three different categories of graph learning, including deterministic, generative, and reinforcement learning and how they can be used for developing cyber defense 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.

商品描述(中文翻譯)

越來越頻繁且複雜的網路威脅需要網路安全專家提供強大、自動化和快速的應對措施。本書提供了關於圖學習在網路安全領域的完整研究，重點介紹了圖神經網路（GNNs）及其在網路安全應用中的應用。

本書分為三個部分，分別探討基礎知識、方法和實踐以及高級主題。第一部分介紹了圖數據結構和圖嵌入的基礎知識，並提供了GNNs和網路安全應用的分類觀點。第二部分解釋了三種不同類別的圖學習方法，包括確定性、生成性和強化學習，以及它們在開發網路防禦模型中的應用。每個類別的討論都涵蓋了簡單和複雜圖的適用性、可擴展性、代表性算法和技術細節。

本書對於本科生、研究生、研究人員、網路分析師和人工智慧工程師等希望了解實用深度學習方法的讀者來說，將是一個寶貴的資源。

作者簡介

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

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

Hossam Hawash is a Senior Researcher at the Department of Computer Science, Faculty of Computers and Informatics, Zagazig University, Zagazig, Egypt.

Zahir Tari is the Research Director of the RMIT Centre of Cyber Security Research and Innovation (CCSRI), Royal Melbourne Institute of Technology, School of Computing Technologies, Melbourne, Australia.

作者簡介(中文翻譯)

Mohamed Abdel-Basset是埃及Zagazig大學計算機與資訊學院的副教授。

Nour Moustafa目前是澳洲坎培拉新南威爾斯大學工程與資訊技術學院的高級講師，也是智能安全團隊的負責人。他同時也是DXC Technology坎培拉的戰略顧問（AI-SME）。

Hossam Hawash是埃及Zagazig大學計算機與資訊學院計算機科學系的高級研究員。

Zahir Tari是澳洲墨爾本皇家理工大學計算機技術學院RMIT網絡安全研究與創新中心（CCSRI）的研究主任。

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