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Seminario di Informatica: “You Surf So Strange Today: Anomaly Detection in Web Services via HMM and CTMC”

Venerdì 5 Maggio 2017, ore 16:00 - Aula 1AD100 - Maddalena Favaretto

ARGOMENTI: Seminari

Venerdì 5 Maggio 2017 alle ore 16:00 in Aula 1AD100, Maddalena Favaretto (Dipartimento di Matematica) terrà un seminario dal titolo “You Surf So Strange Today: Anomaly Detection in Web Services via HMM and CTMC”.

Abstract
In recent years, with the increasing number of attacks against user privacy in web services, researchers put a significant effort on realizing more and more sophisticated Intrusion Detection Systems in order to identify potentially malicious activities. Among such systems, Anomaly Detection Systems rely on a baseline given by a normal behavior and consider every deviation from such behavior as an intrusion. In this paper, we propose a novel Anomaly Detection System to detect intrusions in users’ private areas in on-line web services. Such services usually record logs of user activity from different points: access, actions in a session and system responses. We design an ad-hoc mathematical model for each of these logs to build a profile for a normal behavior. In particular, we model users’ accesses through a Hidden Markov Model (HMM) and Users’ activity with a Continuous Time Markov Chain (CTMC). We propose a novel Anomaly Detection System algorithm that takes into consideration the deviation from the above Markov Processes. Finally, we evaluate our proposal with a thorough set of experiments, which results confirm the feasibility and effectiveness of our solution.

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