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Alerts correlation techniques have been widely used to provide intelligent and stateful detection methodologies. This is to understand attack steps and predict the expected sequence of events. However, most of the proposed systems are based on rule - based mechanisms which are tedious and error prone. Other methods are based on statistical modeling, these are unable to identify causal relationships...
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