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There is a big difference between the IDS alerts from the network backbone and those from the lab. But there is little work has been done to mine attack models in IDS alerts from the network backbone. The contributions of this paper are three-fold. First, we propose an alert reduction method based on statistical redundancy (RMSR) to reduce the alert redundancy. Second, we propose a two-stage clustering...
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