Multi-Fractal Traffic and Anomaly Detection in Computer Communications

计算机通信的多重分形流量与异常检测

电子技术

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作      者
出  版 社
出版时间
2023年01月09日
装      帧
精装
ISBN
9781032408460
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页      码
306
开      本
254 x 178 mm (7 x 10)
语      种
英文
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图书简介
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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