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Internet security has been one of the most important problems in the world. Anomaly detection is the basic method to defend new attack in intrusion detection. Network intrusion detection is the process of monitoring the events occurring in a computing system or network and analyzing them for signs of intrusions, defined as attempts to compromise the confidentiality. A wide variety of data mining techniques...