Network Traffic Anomaly Detection and Prevention

Concepts, Techniques, and Tools

Nonfiction, Computers, Networking & Communications, Hardware, Computer Security, General Computing
Cover of the book Network Traffic Anomaly Detection and Prevention by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita ISBN: 9783319651880
Publisher: Springer International Publishing Publication: September 3, 2017
Imprint: Springer Language: English
Author: Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
ISBN: 9783319651880
Publisher: Springer International Publishing
Publication: September 3, 2017
Imprint: Springer
Language: English

This indispensable text/reference presents a comprehensive overview on the detection and prevention of anomalies in computer network traffic, from coverage of the fundamental theoretical concepts to in-depth analysis of systems and methods. Readers will benefit from invaluable practical guidance on how to design an intrusion detection technique and incorporate it into a system, as well as on how to analyze and correlate alerts without prior information.

Topics and features: introduces the essentials of traffic management in high speed networks, detailing types of anomalies, network vulnerabilities, and a taxonomy of network attacks; describes a systematic approach to generating large network intrusion datasets, and reviews existing synthetic, benchmark, and real-life datasets; provides a detailed study of network anomaly detection techniques and systems under six different categories: statistical, classification, knowledge-base, cluster and outlier detection, soft computing, and combination learners; examines alert management and anomaly prevention techniques, including alert preprocessing, alert correlation, and alert post-processing; presents a hands-on approach to developing network traffic monitoring and analysis tools, together with a survey of existing tools; discusses various evaluation criteria and metrics, covering issues of accuracy, performance, completeness, timeliness, reliability, and quality; reviews open issues and challenges in network traffic anomaly detection and prevention.

This informative work is ideal for graduate and advanced undergraduate students interested in network security and privacy, intrusion detection systems, and data mining in security. Researchers and practitioners specializing in network security will also find the book to be a useful reference.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This indispensable text/reference presents a comprehensive overview on the detection and prevention of anomalies in computer network traffic, from coverage of the fundamental theoretical concepts to in-depth analysis of systems and methods. Readers will benefit from invaluable practical guidance on how to design an intrusion detection technique and incorporate it into a system, as well as on how to analyze and correlate alerts without prior information.

Topics and features: introduces the essentials of traffic management in high speed networks, detailing types of anomalies, network vulnerabilities, and a taxonomy of network attacks; describes a systematic approach to generating large network intrusion datasets, and reviews existing synthetic, benchmark, and real-life datasets; provides a detailed study of network anomaly detection techniques and systems under six different categories: statistical, classification, knowledge-base, cluster and outlier detection, soft computing, and combination learners; examines alert management and anomaly prevention techniques, including alert preprocessing, alert correlation, and alert post-processing; presents a hands-on approach to developing network traffic monitoring and analysis tools, together with a survey of existing tools; discusses various evaluation criteria and metrics, covering issues of accuracy, performance, completeness, timeliness, reliability, and quality; reviews open issues and challenges in network traffic anomaly detection and prevention.

This informative work is ideal for graduate and advanced undergraduate students interested in network security and privacy, intrusion detection systems, and data mining in security. Researchers and practitioners specializing in network security will also find the book to be a useful reference.

More books from Springer International Publishing

Cover of the book Current Trends in Web Engineering by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Plant Stress Tolerance by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Mortality in an International Perspective by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Low-Power CMOS Digital Pixel Imagers for High-Speed Uncooled PbSe IR Applications by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Phosphate Solubilizing Microorganisms by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Neuropsychological Formulation by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Low-tech Innovation by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Sensor Systems and Software by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Medical Problems During Pregnancy by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Semantic Keyword-Based Search on Structured Data Sources by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Leadership in Surgery by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Immersive Learning Research Network by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Foundations of Computer Vision by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Business Governance and Society by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
Cover of the book Queens Matter in Early Modern Studies by Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy