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Multi-Fractal Traffic and Anomaly Detection in Computer Communications

Af
  • Format
  • Bog, hardback
  • Engelsk

Beskrivelse

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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Detaljer
  • SprogEngelsk
  • Sidetal282
  • Udgivelsesdato29-12-2022
  • ISBN139781032408460
  • Forlag Crc Press
  • FormatHardback
Størrelse og vægt
  • Vægt707 g
  • coffee cup img
    10 cm
    book img
    17,8 cm
    25,4 cm

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