Machine Learning Approaches in Cyber Security Analytics
暫譯: 網路安全分析中的機器學習方法
Thomas, Tony, P. Vijayaraghavan, Athira, Emmanuel, Sabu
- 出版商: Springer
- 出版日期: 2020-01-02
- 售價: $6,150
- 貴賓價: 9.5 折 $5,843
- 語言: 英文
- 頁數: 209
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9811517053
- ISBN-13: 9789811517051
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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
This book introduces various machine learning methods for cyber security analytics. With an overwhelming amount of data being generated and transferred over various networks, monitoring everything that is exchanged and identifying potential cyber threats and attacks poses a serious challenge for cyber experts. Further, as cyber attacks become more frequent and sophisticated, there is a requirement for machines to predict, detect, and identify them more rapidly. Machine learning offers various tools and techniques to automate and quickly predict, detect, and identify cyber attacks.
商品描述(中文翻譯)
本書介紹了各種用於網路安全分析的機器學習方法。隨著大量數據在各種網路上生成和傳輸，監控所有交換的數據並識別潛在的網路威脅和攻擊對網路安全專家來說是一項嚴峻的挑戰。此外，隨著網路攻擊變得越來越頻繁和複雜，機器需要更快速地預測、檢測和識別這些攻擊。機器學習提供了各種工具和技術，以自動化並快速預測、檢測和識別網路攻擊。
作者簡介
Tony Thomas is an Associate Professor at the Indian Institute of Information Technology and Management, Kerala, India. He received his master's and Ph.D. degrees from IIT Kanpur. After completing his Ph.D., he pursued postdoctoral research at the Korea Advanced Institute of Science and Technology, Daejeon, South Korea. He later worked as a member of research staff at the General Motors Research Lab, Bangalore, India, and the School of Computer Engineering, Nanyang Technological University, Singapore. His current research interests include malware analysis, biometrics, cryptography, machine learning, cyber threat prediction and visualization, digital watermarking, multimedia security and digital forensics.
Athira P. Vijayaraghavan holds an M.Tech. degree in Information Security and Cyber Forensics from SRM Institute of Science and Technology (formerly known as SRM University), Chennai, India, and a B.Tech. degree in Information Technology from Calicut University, Kerala, India. She currently works at Acalvio Technologies, Bengaluru, Karnataka, as a member of technical staff. She worked as a Research Associate at the Indian Institute of Information Technology and Management, Kerala, India, till August 2019. Her current research interests include autonomous deception for malware detection, threat intelligence analysis, malware analysis, memory forensics and cyber threat prediction.
Sabu Emmanuel received his B.E. degree in Electronics and Communication Engineering from the Regional Engineering College, Durgapur (now NIT Durgapur), India, in 1988, his M.E. degree in Electrical Communication Engineering from the Indian Institute of Science, Bangalore, India, in 1998, and his Ph.D. degree in Computer Science from the National University of Singapore, Singapore, in 2002. He was an Assistant Professor at the School of Computer Engineering, Nanyang Technological University, Singapore; an Associate Professor at the Department of Computer Science, Kuwait University; and a Visiting Professor at IIT Palakkad. His current research interests include malware analysis, multimedia and software security and surveillance video processing.
作者簡介(中文翻譯)
Tony Thomas 是印度喀拉拉邦印度資訊科技與管理學院的副教授。他在印度理工學院坎普爾獲得碩士和博士學位。完成博士學位後，他在韓國大田的韓國科學技術院進行了博士後研究。之後，他曾在印度班加羅爾的通用汽車研究實驗室和新加坡南洋理工大學計算機工程學院擔任研究人員。他目前的研究興趣包括惡意軟體分析、生物識別技術、密碼學、機器學習、網路威脅預測與可視化、數位水印、多媒體安全和數位取證。
Athira P. Vijayaraghavan 擁有印度金奈SRM科技學院（前稱SRM大學）資訊安全與網路取證的碩士學位，以及印度喀拉拉邦卡利卡特大學的資訊科技學士學位。她目前在印度班加羅爾的Acalvio Technologies擔任技術人員。她曾在印度喀拉拉邦印度資訊科技與管理學院擔任研究助理，直到2019年8月。她目前的研究興趣包括自動欺騙技術以檢測惡意軟體、威脅情報分析、惡意軟體分析、記憶體取證和網路威脅預測。
Sabu Emmanuel 在1988年獲得印度杜爾卡普爾地區工程學院（現為NIT杜爾卡普爾）電子與通信工程的學士學位，1998年在印度班加羅爾的印度科學院獲得電氣通信工程的碩士學位，並於2002年在新加坡國立大學獲得計算機科學的博士學位。他曾在新加坡南洋理工大學計算機工程學院擔任助理教授、科威特大學計算機科學系的副教授，以及在IIT Palakkad擔任訪問教授。他目前的研究興趣包括惡意軟體分析、多媒體與軟體安全以及監控視頻處理。
