Cyber Security Meets Machine Learning
暫譯: 網路安全與機器學習的結合

Chen, Xiaofeng, Susilo, Willy, Bertino, Elisa

Cyber Security Meets Machine Learning
  • 出版商: Springer
  • 出版日期: 2021-07-03
  • 售價: $6,340
  • 貴賓價: 9.5 折 $6,023
  • 語言: 英文
  • 頁數: 163
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9813367253
  • ISBN-13: 9789813367258
  • 相關分類: Machine Learning、資訊安全

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Machine learning boosts the capabilities of security solutions in the modern cyber environment. However, there are also security concerns associated with machine learning models and approaches: the vulnerability of machine learning models to adversarial attacks is a fatal flaw in the artificial intelligence technologies, and the privacy of the data used in the training and testing periods is also causing increasing concern among users.

This book reviews the latest research in the area, including effective applications of machine learning methods in cybersecurity solutions and the urgent security risks related to the machine learning models. The book is divided into three parts: Cyber Security Based on Machine Learning; Security in Machine Learning Methods and Systems; and Security and Privacy in Outsourced Machine Learning.

Addressing hot topics in cybersecurity and written by leading researchers in the field, the book features self-contained chapters to allow readers to select topics that are relevant to their needs. It is a valuable resource for all those interested in cybersecurity and robust machine learning, including graduate students and academic and industrial researchers, wanting to gain insights into cutting-edge research topics, as well as related tools and inspiring innovations.


商品描述(中文翻譯)

機器學習提升了現代網路環境中安全解決方案的能力。然而，與機器學習模型和方法相關的安全問題也日益受到關注：機器學習模型對對抗性攻擊的脆弱性是人工智慧技術中的致命缺陷，而用於訓練和測試期間的數據隱私問題也讓用戶感到越來越擔憂。

本書回顧了該領域的最新研究，包括機器學習方法在網路安全解決方案中的有效應用以及與機器學習模型相關的緊迫安全風險。本書分為三個部分：基於機器學習的網路安全；機器學習方法和系統中的安全性；以及外包機器學習中的安全性和隱私。

本書針對網路安全中的熱門話題，由該領域的領先研究者撰寫，包含獨立的章節，讓讀者可以選擇與其需求相關的主題。這是一本對所有對網路安全和穩健機器學習感興趣的讀者（包括研究生、學術和工業研究人員）來說，獲取前沿研究主題、相關工具和啟發性創新見解的寶貴資源。

作者簡介

Xiaofeng Chen is a professor of the School of Cyber Engineering, Xidian University, China. His research interests include cryptography, cloud computing security, artificial intelligence security. He has published over 180 research papers in refereed international conferences and journals. His work has been cited more than 10000 times according to Google Scholar. He has served as Program/General Chair for various international conferences such as ProvSec 2011, NSS 2014, AsiaCCS 2016, INSCRYPT 2017, ML4CS 2019. He has been the PC member for more than 50 international conferences in networking, and information security. He is in the Editorial Board of IEEE Transactions on Dependable and Secure Computing, Computer Standards & Interfaces (CSI), and Security & Privacy. He is a Senior Member of the IEEE.

Willy Susilo is the Head of the School of Computing and Information Technology at UOW. Before this role, he was the Head of the School of Computer Science and Software Engineering (SCSSE), Deputy Director of ICT Research Institute and the Academic Program Director for UoW (Singapore). He is also the Director of the Centre for Computer and Information Security Research. He has been awarded a prestigious Australian Research Council (ARC) Future Fellowship. His main research interests include cryptography and computer security, in particular the design of signature schemes. Willy has published more than 350 research papers. He has been awarded various competitive research grants, including ARC Discovery Projects, ARC Linkage Projects, Prime Minister and Cabinet, Microsoft Project, and Smart CRC.

Elisa Bertino is a professor of Computer Science at Purdue University. She serves as Director of the Purdue Cyberspace Security Lab (Cyber2Slab). Before joining Purdue, she was a professor and department head at the Department of Computer Science and Communication of the University of Milan. She has been a visiting researcher at the IBM Research Laboratory in San Jose (now Almaden), at the Microelectronics and Computer Technology Corporation, at Rutgers University, at Telcordia Technologies. She has also held visiting professor positions at the Singapore National University and the Singapore Management University. Her main research interests include security, privacy, database systems, distributed systems, and sensor networks. Her recent research focuses on cybersecurity and privacy of cellular networks and IoT systems, and edge analytics for cybersecurity. Elisa Bertino is a Fellow member of IEEE, ACM, and AAAS. She received the 2002 IEEE Computer Society Technical Achievement Award for "For outstanding contributions to database systems and database security and advanced data management systems", the 2005 IEEE Computer Society Tsutomu Kanai Award for "Pioneering and innovative research contributions to secure distributed systems", and the 2019-2020 ACM Athena Lecturer Award.

作者簡介(中文翻譯)

陳小峰是中國西電大學網絡工程學院的教授。他的研究興趣包括密碼學、雲計算安全和人工智慧安全。他在國際會議和期刊上發表了超過180篇研究論文。根據Google Scholar的資料，他的工作被引用超過10000次。他曾擔任多個國際會議的程序/總主席，如ProvSec 2011、NSS 2014、AsiaCCS 2016、INSCRYPT 2017和ML4CS 2019。他是超過50個國際會議的程序委員會成員，專注於網絡和資訊安全。他是《IEEE可靠與安全計算期刊》、《計算機標準與介面》（CSI）以及《安全與隱私》的編輯委員會成員。他是IEEE的資深會員。

威利·蘇西洛是新南威爾士大學計算與資訊技術學院的院長。在此之前，他是計算機科學與軟體工程學院（SCSSE）的院長、ICT研究所的副所長以及新南威爾士大學（新加坡）的學術計畫主任。他還是計算機與資訊安全研究中心的主任。他獲得了澳大利亞研究委員會（ARC）未來研究獎學金。他的主要研究興趣包括密碼學和計算機安全，特別是簽名方案的設計。威利已發表超過350篇研究論文。他獲得了各種競爭性研究資助，包括ARC發現項目、ARC聯結項目、總理和內閣、微軟項目以及Smart CRC。

艾莉莎·貝爾蒂諾是普渡大學的計算機科學教授。她擔任普渡網絡安全實驗室（Cyber2Slab）的主任。在加入普渡之前，她是米蘭大學計算機科學與通信系的教授和系主任。她曾在IBM研究實驗室（位於聖荷西，現為Almaden）、微電子與計算機技術公司、羅格斯大學和Telcordia技術公司擔任訪問研究員。她還曾在新加坡國立大學和新加坡管理大學擔任訪問教授。她的主要研究興趣包括安全性、隱私、數據庫系統、分佈式系統和傳感器網絡。她最近的研究專注於行動網絡和物聯網系統的網絡安全與隱私，以及針對網絡安全的邊緣分析。艾莉莎·貝爾蒂諾是IEEE、ACM和AAAS的會士。她於2002年獲得IEEE計算機學會技術成就獎，以表彰她在數據庫系統、數據庫安全和先進數據管理系統方面的傑出貢獻；2005年獲得IEEE計算機學會的津田健二獎，以表彰她在安全分佈式系統方面的開創性和創新性研究貢獻；以及2019-2020年獲得ACM雅典講師獎。

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