AI for Cybersecurity: Research and Practice
暫譯: AI在網路安全中的應用:研究與實踐

Song, Houbing, Bertino, Elisa, Vasquez, Alvaro

  • 出版商: Wiley
  • 出版日期: 2025-12-31
  • 售價: $4,750
  • 貴賓價: 9.5$4,513
  • 語言: 英文
  • 頁數: 512
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1394293747
  • ISBN-13: 9781394293742
  • 相關分類: 資訊安全Machine Learning
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Informative reference on the state of the art in cybersecurity and how to achieve a more secure cyberspace

AI for Cybersecurity presents the state of the art and practice in AI for cybersecurity with a focus on four interrelated defensive capabilities of deter, protect, detect, and respond. The book examines the fundamentals of AI for cybersecurity as a multidisciplinary subject, describes how to design, build, and operate AI technologies and strategies to achieve a more secure cyberspace, and provides why-what-how of each AI technique-cybersecurity task pair to enable researchers and practitioners to make contributions to the field of AI for cybersecurity.

This book is aligned with the National Science and Technology Council's (NSTC) 2023 Federal Cybersecurity Research and Development Strategic Plan (RDSP) and President Biden's Executive Order on the Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence. Learning objectives and 200 illustrations are included throughout the text.

Written by a team of highly qualified experts in the field, AI for Cybersecurity discusses topics including:

  • Robustness and risks of the methods covered, including adversarial ML threats in model training, deployment, and reuse
  • Privacy risks including model inversion, membership inference, attribute inference, re-identification, and deanonymization
  • Forensic and formal methods for analyzing, auditing, and verifying security- and privacy-related aspects of AI components
  • Use of generative AI systems for improving security and the risks of generative AI systems to security
  • Transparency and interpretability/explainability of models and algorithms and associated issues of fairness and bias

AI for Cybersecurity is an excellent reference for practitioners in AI for cybersecurity related industries such as commerce, education, energy, financial services, healthcare, manufacturing, and defense. Fourth year undergraduates and postgraduates in computer science and related programs of study will also find it valuable.

商品描述(中文翻譯)

關於網路安全技術現狀及如何實現更安全的網路空間的資訊性參考
AI for Cybersecurity 介紹了人工智慧在網路安全領域的最新技術與實踐,重點關注四個相互關聯的防禦能力:威懾、保護、檢測和回應。本書探討了人工智慧在網路安全中的基本原理,作為一個多學科的主題,描述了如何設計、建造和運營人工智慧技術與策略,以實現更安全的網路空間,並提供每個人工智慧技術與網路安全任務配對的原因、內容和方法,以使研究人員和實務工作者能夠對人工智慧在網路安全領域做出貢獻。
本書與國家科學技術委員會(NSTC)2023年聯邦網路安全研究與發展戰略計畫(RDSP)及拜登總統關於安全、可靠和可信的人工智慧開發與使用的行政命令相一致。全書包含學習目標和200幅插圖。
本書由一組在該領域高度合格的專家撰寫,討論的主題包括:


  • 所涵蓋方法的穩健性和風險,包括模型訓練、部署和重用中的對抗性機器學習威脅

  • 隱私風險,包括模型反演、成員推斷、屬性推斷、再識別和去匿名化

  • 用於分析、審計和驗證人工智慧組件的安全性和隱私相關方面的取證和形式方法

  • 使用生成式人工智慧系統來改善安全性及生成式人工智慧系統對安全性的風險

  • 模型和算法的透明性及可解釋性/可解釋性,以及相關的公平性和偏見問題


AI for Cybersecurity 是人工智慧在網路安全相關行業(如商業、教育、能源、金融服務、醫療保健、製造和國防)的實務工作者的優秀參考資料。計算機科學及相關學科的四年級本科生和研究生也會發現它非常有價值。

作者簡介

Houbing Herbert Song is Professor at the Department of Information Systems, University of Maryland, Baltimore County (UMBC).

Elisa Bertino is Samuel D. Conte Distinguished Professor at the Department of Computer Science, Purdue University.

Alvaro Velasquez is a program manager in the Innovation Information Office (I2O) of the Defense Advanced Research Projects Agency (DARPA) and an assistant professor at the University of Colorado Boulder.

Huihui Helen Wang isa teaching professor and director of computing programs in the Khoury College of Computer Sciences at Northeastern University, based in Arlington.

Yan Shoshitaishvili is an Associate Professor at Arizona State University.

Sumit K. Jha is Eminent Scholar Chaired Professor of Computer Science at Florida International University (FIU).

作者簡介(中文翻譯)

Houbing Herbert Song 是馬里蘭大學巴爾的摩縣分校 (UMBC) 資訊系的教授。

Elisa Bertino 是普渡大學計算機科學系的 Samuel D. Conte 傑出教授。

Alvaro Velasquez 是國防高級研究計畫局 (DARPA) 創新資訊辦公室 (I2O) 的計畫經理,並且是科羅拉多大學博爾德分校的助理教授。

Huihui Helen Wang 是東北大學 (Northeastern University) Khoury 計算機科學學院的教學教授及計算機程式主任,該校位於阿靈頓。

Yan Shoshitaishvili 是亞利桑那州立大學的副教授。

Sumit K. Jha 是佛羅里達國際大學 (FIU) 計算機科學的傑出學者講座教授。