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In this paper the authors have tried to measure the impact of different variants of pulsating distributed denial of service attacks on the self-similar nature of the network traffic and to see if the variation in the H index could be used for distinguishing them from normal network traffic. Keywords: Network attacks, Anomalies, DDoS, Rate-based detection