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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Produktdetaljer
ISBN
9781000817904
Publisert
2022
Utgave
1. utgave
Utgiver
Vendor
CRC Press
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter