Network Inference for Cyber Security in Complex Networks
暫譯: 複雜網路中的網路推斷與網路安全
Chee Wei Tan , YU Pei-duo
相關主題
商品描述
This book focuses on the mathematical theories and algorithms for information processing and network inference in complex engineered networks such as the Internet and online social networks. These large-scale networks provide an important and diverse medium for spreading and disseminating various types of information. The spreading processes are those in which the actions (e.g. computer virus threat, rumour spreading, viral marketing) by certain nodes increase the susceptibility of other nodes to do likewise; this results in cascading phenomena from a small set of initial nodes to a much larger set.
The book presents mathematical tools based on statistical inference, maximum likelihood estimation and graph theory to help readers understand these complex network dynamics and their problems. It not only introduces and explains how to design data analytics and reliable network forensics to tackle cyber security problems such as the discovery of cyber threat source, but also presents insights into forward-engineering new applications such as viral marketing and the design of future complex networks. As such it is a valuable resource for graduate students and advanced researchers in the field of information processing and network inference
商品描述(中文翻譯)
本書專注於複雜工程網絡（如互聯網和在線社交網絡）中的信息處理和網絡推斷的數學理論和算法。這些大規模網絡提供了一個重要且多樣化的媒介，用於傳播和散佈各類信息。傳播過程是指某些節點的行為（例如，電腦病毒威脅、謠言傳播、病毒式行銷）增加了其他節點類似行為的易感性；這導致從一小組初始節點到更大範圍的級聯現象。
本書介紹了基於統計推斷、最大似然估計和圖論的數學工具，以幫助讀者理解這些複雜的網絡動態及其問題。它不僅介紹和解釋如何設計數據分析和可靠的網絡取證，以應對網絡安全問題，例如發現網絡威脅來源，還提供了對前向工程新應用（如病毒式行銷和未來複雜網絡設計）的見解。因此，本書對於信息處理和網絡推斷領域的研究生和高級研究人員來說，是一個寶貴的資源。
作者簡介
Chee Wei Tan received the B.S. (First Class Honors) in electrical engineering from the National University of Singapore in 2002, and the M.A. and Ph.D. degrees in electrical engineering from Princeton University, Princeton, NJ, in 2006 and 2008, respectively.
He is an Assistant Professor at the City University Hong Kong. He was a Postdoctoral Scholar at the California Institute of Technology, and affiliated with the Netlab and the Rigorous Systems Research Group at Caltech. He is currently serving as an Editor for the IEEE Transactions on Communications (TCOM) and the Chair of the IEEE Information Theory Society Hong Kong Chapter. Dr. Tan was the recipient of the 2008 Princeton University Wu Prize for Excellence, a 2011 IEEE Communications Society Asia-Pacific Young Researcher Award and a selected participant of the US. National Academy of Engineering 2013 China-America Frontiers of Engineering Symposium.
作者簡介(中文翻譯)
陳志偉於2002年獲得新加坡國立大學電機工程學士學位（一級榮譽），並於2006年和2008年分別獲得普林斯頓大學電機工程碩士及博士學位。
他目前是香港城市大學的助理教授。他曾在加州理工學院擔任博士後研究員，並與加州理工學院的Netlab及嚴謹系統研究小組有關聯。他目前擔任《IEEE通訊學報》（IEEE Transactions on Communications, TCOM）的編輯，以及IEEE資訊理論學會香港分會的主席。陳博士曾獲得2008年普林斯頓大學吳獎（Wu Prize for Excellence）、2011年IEEE通訊學會亞太區青年研究者獎，以及2013年美國國家工程院中國-美國工程前沿研討會的選定參與者。
