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portada Multi-Fractal Traffic and Anomaly Detection in Computer Communications
Type
Physical Book
Publisher
Author
Language
English
Pages
282
Format
Paperback
ISBN13
9781032408514
Edition No.
1

Multi-Fractal Traffic and Anomaly Detection in Computer Communications

Ming Li (Author) · Crc Press · Paperback

Multi-Fractal Traffic and Anomaly Detection in Computer Communications - Ming Li

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Synopsis "Multi-Fractal Traffic and Anomaly Detection in Computer Communications"

This book provides a comprehensive theory of mono- and multi-fractal traffic, including the basics of long-range dependent time series and 1/f noise, ergodicity and predictability of traffic, traffic modeling and simulation, stationarity tests of traffic, traffic measurement and the anomaly detection of traffic in communications networks.Proving that mono-fractal LRD time series is ergodic, the book exhibits that LRD traffic is stationary. The author shows that the stationarity of multi-fractal traffic relies on observation time scales, and proposes multi-fractional generalized Cauchy processes and modified multi-fractional Gaussian noise. The book also establishes a set of guidelines for determining the record length of traffic in measurement. Moreover, it presents an approach of traffic simulation, as well as the anomaly detection of traffic under distributed-denial-of service attacks.Scholars and graduates studying network traffic in computer science will find the book beneficial.

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