Intrusion Detection: A Data Mining Approach
暫譯: 入侵偵測：資料探勘方法
SenGupta, Nandita, Sil, Jaya
- 出版商: Springer
- 出版日期: 2020-01-25
- 售價: $6,780
- 貴賓價: 9.5 折 $6,441
- 語言: 英文
- 頁數: 136
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9811527156
- ISBN-13: 9789811527159
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相關分類:
Data-mining
海外代購書籍(需單獨結帳)
商品描述
This book presents state-of-the-art research on intrusion detection using reinforcement learning, fuzzy and rough set theories, and genetic algorithm. Reinforcement learning is employed to incrementally learn the computer network behavior, while rough and fuzzy sets are utilized to handle the uncertainty involved in the detection of traffic anomaly to secure data resources from possible attack. Genetic algorithms make it possible to optimally select the network traffic parameters to reduce the risk of network intrusion.
The book is unique in terms of its content, organization, and writing style. Primarily intended for graduate electrical and computer engineering students, it is also useful for doctoral students pursuing research in intrusion detection and practitioners interested in network security and administration. The book covers a wide range of applications, from general computer security to server, network, and cloud security.
商品描述(中文翻譯)
本書介紹了使用強化學習、模糊集和粗糙集理論以及遺傳算法進行入侵檢測的最先進研究。強化學習用於逐步學習計算機網絡行為，而粗糙集和模糊集則用於處理檢測流量異常時所涉及的不確定性，以保護數據資源免受可能的攻擊。遺傳算法使得能夠最佳選擇網絡流量參數，以降低網絡入侵的風險。
本書在內容、組織和寫作風格上具有獨特性。主要針對研究生電機與計算機工程學生，同時也對從事入侵檢測研究的博士生以及對網絡安全和管理感興趣的實務工作者有幫助。本書涵蓋了廣泛的應用，從一般計算機安全到伺服器、安全網絡和雲安全。
作者簡介
Nandita Sengupta holds a Bachelor of Engineering degree from the Indian Institute of Engineering Science and Technology (IIEST), Shibpur, India (formerly known as Bengal Engineering College, Shibpur, Calcutta University). She completed a postgraduate management course in Information Technology at IMT, an M.Tech. (Information Technology) and Ph.D. in Engineering (Computer Science and Technology) at IIEST, Shibpur, India. She has worked in the field for 29 years, including 11 years in industry and 18 years teaching IT various subjects. She is currently an Associate Professor at the University College of Bahrain, Bahrain. Her areas of interest are analysis of algorithms, theory of computation, soft computing techniques, network computing and security.
Jaya Sil has been a Professor at the Department of Computer Science and Technology at the Indian Institute of Engineering Science and Technology, Shibpur, since 2003. She completed her B.E. in Electronics and Telecommunication Engineering at B.E. College, at Calcutta University, India, in 1984, and M.E. (Tele) at Jadavpur University, Kolkata, India, in 1986. She received her Ph.D. (Engg) degree in the field of artificial intelligence from Jadavpur University, Kolkata, in 1996, and started her teaching career in 1987 as a lecturer at the Department of Computer Science and Technology at B.E. College, Howrah. She worked as a Postdoctoral Fellow at Nanyang Technological University, Singapore, from 2002 to 2003. She undertook collaborative research in Husar at the Bioinformatics Lab, Heidelberg, Germany, and also visited Wroclaw University of Technology, Poland, in 2012. She was awarded an INSA Senior Scientist Fellowship. Prof. Sil has delivered tutorials and invited talks, and has also presented papers and chaired sessions at various international conferences in abroad and India. She has published more than 200 research papers (including conference papers) in the field of bioinformatics, machine learning and image processing along with applications in a variety of engineering fields. She has published numerous books and several book chapters and acted as a reviewer for IEEE, Elsevier, and Springer Journals.
作者簡介(中文翻譯)
擁有印度工程科學與技術學院（IIEST）西布普爾的工程學學士學位（前身為加爾各答大學的孟加拉工程學院）。她在IMT完成了資訊科技的研究生管理課程，並在IIEST西布普爾獲得了資訊科技的碩士學位（M.Tech.）和工程學（計算機科學與技術）的博士學位（Ph.D.）。她在該領域工作了29年，其中包括11年的產業經驗和18年的資訊科技教學經驗。她目前是巴林大學的副教授。她的研究興趣包括演算法分析、計算理論、軟計算技術、網路計算和安全性。
自2003年以來一直擔任印度工程科學與技術學院西布普爾計算機科學與技術系的教授。她於1984年在加爾各答大學的B.E.學院獲得電子與電信工程的學士學位，並於1986年在加爾各答的賈達普爾大學獲得電信碩士學位（M.E.）。她於1996年在賈達普爾大學獲得人工智慧領域的博士學位（Ph.D.），並於1987年開始在B.E.學院的計算機科學與技術系擔任講師。她於2002年至2003年在新加坡南洋理工大學擔任博士後研究員。她在德國海德堡的生物資訊實驗室進行了Husar的合作研究，並於2012年訪問了波蘭的弗羅茨瓦夫科技大學。她獲得了INSA高級科學家獎學金。Sil教授曾在國內外的各種國際會議上進行教程和受邀演講，並發表論文和主持會議。她在生物資訊學、機器學習和影像處理領域發表了200多篇研究論文（包括會議論文），並在多個工程領域中應用。她出版了多本書籍和幾個書章，並擔任IEEE、Elsevier和Springer期刊的審稿人。
