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Image of Network Behavior Analysis: Measurement, Models, and Applications

Electronic Resource

Network Behavior Analysis: Measurement, Models, and Applications

Xu, Kuai - Personal Name;

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Penilaian anda saat ini :  

This book provides a comprehensive overview of network behavior analysis that mines Internet traffic data in order to extract, model, and make sense of behavioral patterns in Internet “objects” such as end hosts, smartphones, Internet of things, and applications. The objective of this book is to fill the book publication gap in network behavior analysis, which has recently become an increasingly important component of comprehensive network security solutions for data center networks, backbone networks, enterprise networks, and edge networks.

The book presents fundamental principles and best practices for measuring, extracting, modeling and analyzing network behavior for end hosts and applications on the basis of Internet traffic data. In addition, it explains the concept and key elements (e.g., what, who, where, when, and why) of communication patterns and network behavior of end hosts and network applications, drawing on data mining, machine learning, information theory, probabilistic graphical and structural modeling to do so. The book also discusses the benefits of network behavior analysis for applications in cybersecurity monitoring, Internet traffic profiling, anomaly traffic detection, and emerging application detections.

The book will be of particular interest to researchers and practitioners in the fields of Internet measurement, traffic analysis, and cybersecurity, since it provides a spectrum of innovative techniques for summarizing behavior models, structural models, and graphic models of Internet traffic, and explains how to leverage the results for a broad range of real-world applications in network management, security operations, and cyber-intelligent analysis. After finishing this book, readers will 1) have learned the principles and practices of measuring, modeling, and analyzing network behavior on the basis of massive Internet traffic data; 2) be able to make sense of network behavior for a spectrum of applications ranging from cybersecurity and network monitoring to emerging application detection; and 3) understand how to explore network behavior analysis to complement traditional perimeter-based firewall and intrusion detection systems in order to detect unusual traffic patterns or zero-day security threats using data mining and machine learning techniques. To ideally benefit from this book, readers should have a basic grasp of TCP/IP protocols, data packets, network flows, and Internet applications.


Availability
Inventory Code Barcode Call Number Location Status
2008000319EB0005000004.6 Xu nCentral Library (Database Springer E-Book)Available
Detail Information
Series Title
-
Call Number
004.6 Xu n
Publisher
Singapore : Springer Singapore., 2021
Collation
xi, 163p.: Ill.
Language
English
ISBN/ISSN
978-981-16-8325-1
Classification
004.6
Content Type
Ebook
Media Type
-
Carrier Type
online resource
Edition
1
Subject(s)
Computer Communication Networks
Specific Detail Info
-
Statement of Responsibility
RTS
Other version/related
TitleEditionLanguage
Algorithms for Big Data: DFG Priority Program 17361en
File Attachment
  • Network Behavior Analysis: Measurement, Models, and Applications
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