MULTI-FRACTAL TRAFFIC AND ANOMALY DETECTION IN COMPUTER COMMUNICATIONS
ebook

MULTI-FRACTAL TRAFFIC AND ANOMALY DETECTION IN COMPUTER COMMUNICATIONS (ebook)

MING LI

$1,260.00
IVA incluido
Editorial:
CRC PRESS
Materia
MATEMATICAS
ISBN:
9781000817904
Formato:
Epublication content package
Idioma:
Inglés
DRM
Si

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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