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Combining ontological modelling and probabilistic reasoning for network management

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dc.contributor Aalto-yliopisto fi
dc.contributor Aalto University en
dc.contributor.author Apajalahti, Kasper
dc.contributor.author Hyvönen, Eero
dc.contributor.author Niiranen, Juha
dc.contributor.author Räisänen, Vilho
dc.date.accessioned 2021-06-09T06:56:51Z
dc.date.available 2021-06-09T06:56:51Z
dc.date.issued 2017
dc.identifier.citation Apajalahti , K , Hyvönen , E , Niiranen , J & Räisänen , V 2017 , ' Combining ontological modelling and probabilistic reasoning for network management ' , JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS , vol. 9 , no. 1 , pp. 63-76 . https://doi.org/10.3233/AIS-160419 en
dc.identifier.issn 1876-1364
dc.identifier.other PURE UUID: dea3f21d-24aa-49b0-bb5d-e403b1a42842
dc.identifier.other PURE ITEMURL: https://research.aalto.fi/en/publications/dea3f21d-24aa-49b0-bb5d-e403b1a42842
dc.identifier.other PURE LINK: http://www.scopus.com/inward/record.url?scp=85010028366&partnerID=8YFLogxK
dc.identifier.other PURE FILEURL: https://research.aalto.fi/files/64503408/SCI_Apajalahti_Combining_ontological_modelling.2017.pdf
dc.identifier.uri https://aaltodoc.aalto.fi/handle/123456789/108048
dc.description.abstract Advanced automation is needed in future mobile networks to provide adequate service quality economically and with high reliability. In this paper, a system is presented that takes into account the network context, analyses uncertain information, and infers network configurations by means of probabilistic reasoning. The system introduced in this paper is an experimental platform integrating a mobile network simulator, a Markov Logic Network (MLN) model, and an OWL 2 ontology into a runtime environment that can be monitored via a Resource Description Framework (RDF)-based user interface. In this approach, the OWL ontology contains a semantic representation of the relevant concepts, and the MLN model evaluates elements of uncertain information. Experiments based on a prototype implementation demonstrate the value of semantic modelling and probabilistic reasoning in network status characterization, optimization, and visualization. en
dc.format.extent 14
dc.format.extent 63-76
dc.format.mimetype application/pdf
dc.language.iso en en
dc.publisher IOS PRESS
dc.relation.ispartofseries Volume 9, issue 1 en
dc.rights openAccess en
dc.title Combining ontological modelling and probabilistic reasoning for network management en
dc.type A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä fi
dc.description.version Peer reviewed en
dc.contributor.department Department of Computer Science
dc.contributor.department University of Helsinki
dc.contributor.department Nokia Bell Labs
dc.subject.keyword 5G
dc.subject.keyword Markov Logic Networks
dc.subject.keyword Network management
dc.subject.keyword ontologies
dc.subject.keyword probabilistic reasoning
dc.subject.keyword semantic modelling
dc.identifier.urn URN:NBN:fi:aalto-202106097306
dc.identifier.doi 10.3233/AIS-160419
dc.type.version acceptedVersion

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