A computer-implemented intrusion detection system and method for detecting computer network intrusions in real time are provided. A feature ranking algorithm is used to extract features of interest from a network and network activity. A kernel-based algorithm is used to analyze such features to determine if they are normal or malicious. If malicious, the activity is caused to be blocked.
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