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In the second stage, we detect which of the users in a suspicious discussion is an actual predator using a Random Forest classifier.
The system was tested on the corpus provided by the PAN 2012 workshop organizers and the results are encouraging because, as far as we know, our solution outperforms all previous approaches developed for solving this task.
This paper presents a system developed for detecting sexual predators in online chat conversations using a two-stage classification and behavioral features.