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Random Projection and Multiscale Wavelet Leader Based Anomaly Detection and Address Identification in Internet Traffic

Fontugne, Romain and Abry, Patrice and Fukuda, Kentaro and Borgnat, Pierre and Mazel, Johan and Wendt, Herwig and Veitch, Darryl Random Projection and Multiscale Wavelet Leader Based Anomaly Detection and Address Identification in Internet Traffic. (2015) In: 40th IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2015), 19 April 2015 - 24 April 2015 (Brisbane, Australia).

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Official URL: http://dx.doi.org/10.1109/ICASSP.2015.7179029

Abstract

We present a new anomaly detector for data traffic, `SMS', based on combining random projections (sketches) with multiscale analysis, which has low computational complexity. The sketches allow `normal' traffic to be automatically and robustly extracted, and anomalies detected, without the need for training data. The multiscale analysis extracts statistical descriptors, using wavelet leader tools developed recently for multifractal analysis, without any need for timescales to be selected a priori. The proposed detector is illustrated using a large recent dataset of Internet backbone traffic from the MAWI archive, and compared against existing detectors.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at http://ieeexplore.ieee.org This papers appears in Proceedings of ICASSP 2015. Electronic ISBN: 978-1-4673-6997-8 ISSN: 1520-6149 The original PDF of the article can be found at: http://ieeexplore.ieee.org/document/7179029/ Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
HAL Id:hal-01511891
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Other partners > Ecole Normale Supérieure de Lyon - ENS de Lyon (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > University of Melbourne (AUSTRALIA)
Other partners > National Institute of Informatics - NII (JAPAN)
Laboratory name:
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Deposited By: IRIT IRIT
Deposited On:22 Mar 2017 08:29

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