Network Traffic Anomaly Detection and Prevention

Concepts, Techniques, and Tools

Monowar H. Bhuyan, Dhruba K. Bhattacharyya, Jugal K. Kalita (Autoren)

Buch | Hardcover

XXII, 263 Seiten

2017 | 1st ed. 2017
Springer International Publishing (Verlag)
978-3-319-65186-6 (ISBN)

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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.

Dr. Monowar H. Bhuyan is an Associate Professor and Head of the Department of Computer Science and Engineering at Kaziranga University, Jorhat, India. Dr. Dhruba K. Bhattacharyya is a Professor in the Department of Computer Science and Engineering at Tezpur University, India. Dr. Jugal K. Kalita is a Professor in the Department of Computer Science at the University of Colorado, Colorado Springs, CO, USA.

Introduction.- Networks and Network Traffic Anomalies.- A Systematic Hands-on Approach to Generate Real-Life Intrusion Datasets.- Network Traffic Anomaly Detection Techniques and Systems.- Alert Management and Anomaly Prevention Techniques.- Practical Tools for Attackers and Defenders.- Evaluation Criteria.- Open Issues, Challenges and Conclusion.

Erscheinungsdatum	29.09.2017
Reihe/Serie	Computer Communications and Networks
Zusatzinfo	XXII, 263 p. 98 illus., 9 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	618 g
Themenwelt	Mathematik / Informatik ► Informatik ► Netzwerke
Schlagworte	Anomaly Detection • Communications Engineering, Networks • Communications engineering / telecommunications • Computer Communication Networks • Computer Science • Computer Security • Data Mining • denial of service • Distributed denial of service • Intrusion Prevention • Maintenance & repairs • Maintenance & repairs • Network Attack • network hardware • Network Port Scan • Network Security • performance and reliability • systems analysis & design • Systems analysis & design • systems and data security
ISBN-10	3-319-65186-2 / 3319651862
ISBN-13	978-3-319-65186-6 / 9783319651866
Zustand	Neuware