Dynamic quota calculation system (DQCS): Pricing and quota allocation of telecom customers via data mining approaches

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dc.contributor.authorÇelenk, Ulaş
dc.contributor.authorÇelik Ertuğrul, Duygu
dc.contributor.authorZontul, Metin
dc.contributor.authorElçi, Atilla
dc.contributor.authorUçan, Osman Nuri
dc.date.accessioned13.07.201910:50:10
dc.date.accessioned2019-07-16T08:25:56Z
dc.date.available13.07.201910:50:10
dc.date.available2019-07-16T08:25:56Z
dc.date.issued2018
dc.departmentMühendislik Fakültesi
dc.description.abstractOne of the most important IT sectors that requires big data management is mobile data communication systems (MDCS) of GSM companies. In the charging mechanism of current MDCS, a subscriber "surfs" on the internet that creates data traffic and a counter subtracts the amount of data used by the user from the subscriber's quota. In other words, instant constant quota values are assigned to subscribers without concern for their previous amount of internet usage in current MDCS. Moreover, constant quota values cause constant charge calls in control traffic that are repeated for all new quota requests. Thus, performance degradation occurs because of the repetition of quota request calls and allocations. In this chapter, a dynamic quota calculation system (DQCS) is proposed for dynamic quota allocations and charging in MDCS using data mining approaches as two cascaded blocks. The first block is selforganizing map (SOM) clustering based on a sliding window (SW) methodology followed by the second block, which is the markov chain (MC); the overall system is denoted as "SOM/SW and MC." © 2018, IGI Global.
dc.identifier.doi10.4018/978-1-5225-5384-7.ch019
dc.identifier.endpage459en_US
dc.identifier.isbn9781522553854 -- 1522553843 -- 9781522553847
dc.identifier.scopusqualityN/A
dc.identifier.startpage434en_US
dc.identifier.urihttps://dx.doi.org/10.4018/978-1-5225-5384-7.ch019
dc.identifier.urihttps://hdl.handle.net/20.500.12451/3105
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherIGI Global
dc.relation.ispartofHandbook of Research on Contemporary Perspectives on Web-Based Systems
dc.relation.publicationcategoryKitap Bölümü - Uluslararası
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.titleDynamic quota calculation system (DQCS): Pricing and quota allocation of telecom customers via data mining approaches
dc.typeBook Chapter

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