MARC状态:审校 文献类型:西文图书 浏览次数:40
- 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"--
全部MARC细节信息>>