On extracting user-centric knowledge for personalised quality of service in 5G networks
Document typeConference lecture
PublisherInstitute of Electrical and Electronics Engineers (IEEE)
Rights accessOpen Access
European Commission's projectSESAME - Small cEllS coordinAtion for Multi-tenancy and Edge services (EC-H2020-671596)
This paper aims to improve the user Quality of Service (QoS) in 5G networks by introducing a user-centric view that exploits the predictability of the user’s daily motifs. An agglomerative clustering is used to identify these motifs according to the cells in which the user is camping during the day. Then, a technique to extract the personalised QoS observed by the user is proposed. The methodology is illustrated with an example that makes use of real measurements obtained from a specific customer of a 3G/4G operator. The presented results illustrate that the proposed user-centric approach is able to identify situations with poor user perceived QoS which could not be identified by a classical network-centric approach.
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CitationSanchez, J., Sallent, J., Perez-Romero, J., Agusti, R. On extracting user-centric knowledge for personalised quality of service in 5G networks. A: IFIP/IEEE International Symposium on Integrated Network Management. "Proceedings of the IM 2017 - 2017 IFIP/IEEE International Symposium on Integrated Network Management". Lisboa: Institute of Electrical and Electronics Engineers (IEEE), 2017, p. 1-4.
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