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Machine learning in software defined networks: data collection and traffic classification

2016Conference object Restricted access
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dc.contributor.authorAmaral, Pedro
dc.contributor.authorDinis, João
dc.contributor.authorPinto, Paulo
dc.contributor.authorBernardo, Luís
dc.contributor.authorTavares, João
dc.contributor.authorSão Mamede, Henrique
dc.date.accessioned2023-06-20T15:29:25Z
dc.date.available2023-06-20T15:29:25Z
dc.date.issued2016
dc.description.abstractSoftware Defined Networks (SDNs) provides a separation between the control plane and the forwarding plane of networks. The software implementation of the control plane and the built in data collection mechanisms of the OpenFlow protocol promise to be excellent tools to implement Machine Learning (ML) network control applications. A first step in that direction is to understand the type of data that can be collected in SDNs and how information can be learned from that data. In this work we describe a simple architecture deployed in an enterprise network that gathers traffic data using the OpenFlow protocol. We present the data-sets that can be obtained and show how several ML techniques can be applied to it for traffic classification. The results indicate that high accuracy classification can be obtained with the data-sets using supervised learning.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.doi10.1109/ICNP.2016.7785327pt_PT
dc.identifier.isbn978-1-5090-3281-5
dc.identifier.isbn978-1-5090-3282-2
dc.identifier.urihttp://hdl.handle.net/10400.2/14098
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.rights.urihttp://creativecommons.org/licenses/by-sa/4.0/pt_PT
dc.subjectSoftware Defined Networks (SDN)pt_PT
dc.subjectMachine learningpt_PT
dc.subjectData analysispt_PT
dc.subjectTraffic classificationpt_PT
dc.titleMachine learning in software defined networks: data collection and traffic classificationpt_PT
dc.typeconference object
dspace.entity.typePublication
oaire.citation.endPage5pt_PT
oaire.citation.startPage1pt_PT
oaire.citation.titleIEEE 24th International Conference on Network Protocols (ICNP)pt_PT
person.familyNameSão Mamede
person.givenNameHenrique
person.identifierR-002-0P0
person.identifier.ciencia-id7F17-9DAD-C007
person.identifier.orcid0000-0002-5383-9884
person.identifier.scopus-author-id36458782500
rcaap.rightsrestrictedAccesspt_PT
rcaap.typeconferenceObjectpt_PT
relation.isAuthorOfPublication86fd6131-eed5-42be-9639-9466ddf680ab
relation.isAuthorOfPublication.latestForDiscovery86fd6131-eed5-42be-9639-9466ddf680ab

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