selected publications chapter Mining Frequent Closed Flows Based on Approximate Support with a Sliding Window over Packet Streams. Lecture notes in computer science. 109-116. 2015 conference paper Nouvelle approche de corrélation d'alertes basée sur la fouille multidimensionnelle. . 2012