Multi-Fractal Traffic and Anomaly Detection in Computer Communications

Released on by Ming Li
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  • Multi-Fractal Traffic and Anomaly Detection in Computer Communications Book Detail

  • Author : Ming Li
  • Release Date : 2022-12-29
  • Publisher : CRC Press
  • Genre : Mathematics
  • Pages : 297
  • ISBN 13 : 100081789X
  • File Size : 32,32 MB
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Multi-Fractal Traffic and Anomaly Detection in Computer Communications by Ming Li PDF Summary

Book Description: 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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