SNA-based artificial call detail records generator (CROSBI ID 670447)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Murtić, Alen ; Maljić, Matija ; Gruičić, Stribor-Ladislav ; Pintar, Damir ; Vranić, Mihaela
engleski
SNA-based artificial call detail records generator
Research involving Big Data often has to deal with the problem of data availability. Real-life data involving people and their activities is usually tied with various issues of privacy, security and secrecy, which results in difficult barriers which need to be overcome before the research can even start. In this paper we suggest an approach which can reliably provide researchers with an arbitrary amount of synthetic Call Detail Records (CDR) data which would exhibit a high level of similarity with a corresponding real-life dataset. We base our approach on a simulator whose functionality is derived on results of an exploratory analysis performed on a real-life dataset which represents a social network of users with records of their activities. In this paper we concentrate on generating CDR data used in telecommunications industry, although the approach is applicable in the other domains too.
Big Data ; CDR ; social network ; SNA ; synthetic data ; exploratory analysis
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Podaci o prilogu
1226-1230.
2018.
objavljeno
10.23919/MIPRO.2018.8400222
Podaci o matičnoj publikaciji
Proceedings of 2018 41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)
Skala, Karolj ; Koričić, Marko ; Galinac Grbac, Tihana ; Čičin-Šain, Marina ; Sruk, Vlado ; Ribarić, Slobodan ; Groš, Stjepan ; Vrdoljak, Boris ; Mauher, Mladen ; Tijan, Edvard ; Pale, Predrag ; Janjić, Matej
Opatija: Hrvatska udruga za informacijsku i komunikacijsku tehnologiju, elektroniku i mikroelektroniku - MIPRO
978-953-233-097-7
Podaci o skupu
MIPRO 2018
predavanje
21.05.2018-25.05.2018
Opatija, Hrvatska