Responsible Graph Neural Networks
暫譯: 負責任的圖神經網絡

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

Responsible Graph Neural Networks
  • 出版商: CRC
  • 出版日期: 2023-06-05
  • 售價: $2,180
  • 貴賓價: 9.5 折 $2,071
  • 語言: 英文
  • 頁數: 307
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032359889
  • ISBN-13: 9781032359885
  • 其他版本: Responsible Graph Neural Networks

    • 海外代購書籍(需單獨結帳)

相關主題

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)

更頻繁且複雜的網路威脅需要網路安全專家提供強健、自動化且快速的回應。本書提供了網路領域中圖形學習的完整研究，強調圖形神經網路（Graph Neural Networks, GNNs）及其在網路安全中的應用。

本書分為三個部分，探討基礎、方法與實踐，以及進階主題。第一部分介紹圖形資料結構和圖形嵌入的基礎知識，並提供GNNs及其網路安全應用的分類視角。第二部分解釋三種不同類別的圖形學習，包括確定性學習、生成式學習和強化學習，以及它們如何用於開發網路防禦模型。每個類別的討論涵蓋了簡單和複雜圖形的適用性、可擴展性、代表性演算法和技術細節。

尋求了解實用深度學習方法的本科生、研究生、研究人員、網路分析師和人工智慧工程師將會發現本書是一個寶貴的資源。

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 是埃及扎卡齊格大學計算機與資訊學院的副教授。

Nour Moustafa 目前是澳大利亞新南威爾士大學（UNSW）工程與資訊技術學院的高級講師及智能安全小組的負責人。他同時也是 DXC Technology（澳大利亞堪培拉）的戰略顧問（AI-SME）。

Hossam Hawash 是埃及扎卡齊格大學計算機科學系的高級研究員。

Zahir Tari 是澳大利亞皇家墨爾本理工大學計算技術學院的網絡安全研究與創新中心（CCSRI）的研究主任。

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