Network traffic anomaly detection is crucial to guarantee stable and effective network operation.Nowadays
although PCA-based network-wide anomaly detector plays an important role
it cannot detect anomalous network traffic effectively in face of poison attacks.In order to solve poison attack problem aiming at PCA-based anomaly detector
poison attack strategies are investigated and classified
two metrics for quantifying poison traffic are proposed and three novel poison attack strategies are put forward.A robust PCA-based anomaly detection algorithm (for short RPCA) is proposed to resist poison attacks.Simulation experiment results show that RPCA algorithm can still perform very well in face of poison attacks
obviously superior to PCA-based anomaly detector
and its running time can satisfy the need of practical network anomaly detection.