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Malicious activities will lead to abnormal host traffic patterns. This paper presents a model of host anomalies detection that can be used given bi-directional flow data. We first select a group of variables to represent the host traffic, and then use a Bayesian logistic regression, which was developed using a combination of expert experiences and manually-flagged training data to evaluate the probability...
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