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Multi-Fractal Traffic and Anomaly Detection in Computer Communications (Hardcover)
Loot Price: R2,328
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Multi-Fractal Traffic and Anomaly Detection in Computer Communications (Hardcover)
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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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