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题名/责任者:

Multi-fractal traffic and anomaly detection in computer communications / Ming Li.

出版发行项:

Boca Raton : CRC Press, Taylor & Francis Group, 2023.

ISBN:

9781032408460

载体形态项:

xiii, 282 pages : illustrations ; 26 cm

其他载体形态:

Print version: Li, Ming, 1955 July 16- Multi-fractal traffic and anomaly detection in computer communications First edition. Boca Raton : CRC Press, 2023 9780367691653

个人责任者:

Li, Ming, 1955 July 16- author.

论题主题:

Telecommunication-Traffic-Mathematical models.

论题主题:

Local area networks (Computer networks)-Traffic-Mathematicall models.

论题主题:

Anomaly detection (Computer security)-Mathematics.

论题主题:

Fractal analysis.

中图法分类号:

TN915

书目附注:

Includes bibliographical references and index.

摘要附注:

"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"--

豆瓣简介：