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- W2555923912 abstract "glarda kullanicilarin tek seferde aktardi˘ gi (indirdi˘ gi veya yukledi˘ gi) paket sayisi da˘ giliminin belirlenmesi vasitasiyla pek cok veri haberlesmesi sistemi daha etkili bicimde calisabilecek ve bu sistemlerdeki kaynaklar daha verimli bicimde kullanilabilecektir. Bu sebeple, calismamizin amaci kullanicilarin tek seferde her- hangi bir a˘ g uzerinde aktardiklari paket sayilarinin istatistiksel da˘ giliminin arastirilmasidir. Bunun icin gercek kullanicilarin ˙ kullanimi incelenmis olup, Android isletim sisteminin destekledi˘ gi bir uygulama ile ilgili veriler toplanmistir. Toplanan bu veriler kullanilarak detayli bir istatistiksel analiz sunulmus, elde edilen sonuclar cesitli performans testlerine tabi tutularak one surulen modellerin do˘˘ gu kontrol edilmistir. Sonuc olarak, kullanici davranislarini en iyi modelleyen istatistiksel da˘ gilimin lognormal ailesi oldu˘ gu gozlemlenmistir. Anahtar Kelimeler—Akis miktari da˘ gilimi, Android, EM al- goritmasi, Kullback-Leibler uzaklikli˘ gi (KLD), A˘ girliklandirilmi¸ ortalama ba˘ gil fark testi (WMRD), ˙ Iletim kontrol protokolu (TCP) Abstract—Modeling of user behaviour becomes almost a ne- cessity on data networks nowadays. Besides using their resources more efficiently, many data communication systems will perform more effective via estimation of statistical distribution of packet counts transferred (uploaded or downloaded) by users at once. Hence, the purpose of this study is to search suitable statistical models for distribution of packet counts that is transferred by user at once, on a arbitrary network. For this aim, an Android application is used to track Internet usage of real users. A detailed statistical analysis is performed using this data and the results are checked by applying different performance tests. Consequently, it is observed that the most suitable statistical distribution to model user behaviour is lognormal family. Keywords—Flow size distribution, Android, EM algorithms, Kullback-Leibler divergence (KLD) , Weighted mean relative dif- ference (WMRD), Transmission control protocol (TCP)" @default.
- W2555923912 created "2016-11-30" @default.
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- W2555923912 date "2014-01-01" @default.
- W2555923912 modified "2023-09-27" @default.
- W2555923912 title "Hücresel A˘ glarda Kullanici Davranisi Modellenmesi Modelling of User Behaviour in Cellular Networks" @default.
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- W2555923912 hasPublicationYear "2014" @default.
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