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Authors: Alexandro M. Zacaron ; Luiz F. Carvalho ; Mario H. A. C. Adaniya ; Taufik Abrão and Mario Lemes Proença Jr.

Affiliation: State University of Londrina, Brazil

Keyword(s): DSNSF, Baseline, NetFlow, K-means, Ant Colony Optimization.

Related Ontology Subjects/Areas/Topics: Communication and Software Technologies and Architectures ; Data Communication Networking ; e-Business ; Enterprise Information Systems ; Information and Systems Security ; Network and Service Management ; Network Management ; Network Monitoring and Control ; Telecommunications ; Traffic Measurement, Analysis, Modeling and Visualization ; Wireless Information Networks and Systems

Abstract: This paper presents two models for building Digital Signature of Network Segment using flow analysis (DSNSF). The DSNSF can be classified as a characterization of the traffic or as a baseline of the analyzed network segment. In this work two types of signatures of network segment are presented. The first is built applying K-means clustering algorithm and the second using optimized clustering by metaheuristic Ant Colony Optimization (ACO). The signatures provide characterization of the traffic segments analyzed using NetFlow v9 protocols TCP and UDP. The results achieved show that the two models presented using k-means Clustering and metaheuristic Ant Colony Optimization obtained good results for the creation of DSNSF or traffic characterization of the segments analyzed.

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Paper citation in several formats:
M. Zacaron, A.; F. Carvalho, L.; H. A. C. Adaniya, M.; Abrão, T. and Lemes Proença Jr., M. (2012). Digital Signature of Network Segment using Flow Analysis. In Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems (ICETE 2012) - DCNET; ISBN 978-989-8565-23-5, SciTePress, pages 35-40. DOI: 10.5220/0004048100350040

@conference{dcnet12,
author={Alexandro {M. Zacaron}. and Luiz {F. Carvalho}. and Mario {H. A. C. Adaniya}. and Taufik Abrão. and Mario {Lemes Proen\c{C}a Jr.}.},
title={Digital Signature of Network Segment using Flow Analysis},
booktitle={Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems (ICETE 2012) - DCNET},
year={2012},
pages={35-40},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004048100350040},
isbn={978-989-8565-23-5},
}

TY - CONF

JO - Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems (ICETE 2012) - DCNET
TI - Digital Signature of Network Segment using Flow Analysis
SN - 978-989-8565-23-5
AU - M. Zacaron, A.
AU - F. Carvalho, L.
AU - H. A. C. Adaniya, M.
AU - Abrão, T.
AU - Lemes Proença Jr., M.
PY - 2012
SP - 35
EP - 40
DO - 10.5220/0004048100350040
PB - SciTePress

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