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https://dspace.iiti.ac.in/handle/123456789/4660
Title: | VoIP profiler: Profiling voice over IP user communication behavior |
Authors: | Batthalla, Sainath Swarnkar, Mayank Hubballi, Neminath |
Keywords: | Behavioral research;Internet protocols;Voice/data communication systems;Anomaly detection;Enterprise networks;Infrastructure deployments;Session Initiation Protocols;User behaviors;User communication;User profiling;Various attacks;Internet telephony |
Issue Date: | 2016 |
Publisher: | Institute of Electrical and Electronics Engineers Inc. |
Citation: | Batthalla, S., Swarnkar, M., Hubballi, N., & Natu, M. (2016). VoIP profiler: Profiling voice over IP user communication behavior. Paper presented at the Proceedings - 2016 11th International Conference on Availability, Reliability and Security, ARES 2016, 312-320. doi:10.1109/ARES.2016.19 |
Abstract: | Understanding the user behavior in Voice over IP (VoIP) communication has twofold advantages. It helps in detecting anomalies and also helps in planning VoIP infrastructure deployment and optimization. Anomalies arise out of various attacks and misuses like flooding, malformed messages and spam messages. In this paper we propose VoIP Profiler a method for profiling the VoIP activities at user level. For profiling users we identify a set of parameters and compute statistics of these parameters for each user using VoIP traffic. Subsequently we use these parameters to classify users (and detect anomalies). We simulate an enterprise network and experiment with a large scale VoIP dataset and identify different types of users with high success rate. © 2016 IEEE. |
URI: | https://doi.org/10.1109/ARES.2016.19 https://dspace.iiti.ac.in/handle/123456789/4660 |
ISBN: | 9781509009909 |
Type of Material: | Conference Paper |
Appears in Collections: | Department of Computer Science and Engineering |
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