Real-Time Recognition of Calling Pattern and Behaviour of Mobile Phone Users through Anomaly Detection and Dynamically-Evolving Clustering

作者: José Iglesias , Agapito Ledezma , Araceli Sanchis , Plamen Angelov

DOI: 10.3390/APP7080798

关键词:

摘要: In the competitive telecommunications market, information that mobile telecom operators can obtain by regularly analysing their massive stored call logs, is of great interest. Although data be extracted nowadays from phones have been enriched with much information, solely logs give us vital about customers. This usually related calling behaviour customers and it used to manage them. However, analysis these normally very complex because vast stream analyse. Thus, efficient mining techniques need for this purpose. paper, a novel approach analyse detail records (CDR) proposed, main goal extract cluster different patterns or behaviours, detect outliers. The novelty works in real-time using an evolving recursive framework.

参考文章(43)
Edwin Lughofer, Interpretability Issues in EFS Springer, Berlin, Heidelberg. pp. 261- 291 ,(2011) , 10.1007/978-3-642-18087-3_6
Nicholas A. Heard, Melissa J. M. Turcotte, Convergence of Monte Carlo distribution estimates from rival samplers Statistics and Computing. ,vol. 26, pp. 1147- 1161 ,(2016) , 10.1007/S11222-015-9595-0
Esteban Moro, Jari Saramaki, From seconds to months: multi-scale dynamics of mobile telephone calls arXiv: Physics and Society. ,(2015) , 10.1140/EPJB/E2015-60106-6
Talayeh Aledavood, Eduardo López, Sam G. B. Roberts, Felix Reed-Tsochas, Esteban Moro, Robin I. M. Dunbar, Jari Saramäki, Daily Rhythms in Mobile Telephone Communication PLOS ONE. ,vol. 10, pp. e0138098- 14 ,(2015) , 10.1371/JOURNAL.PONE.0138098
Federico Botta, Helen Susannah Moat, Tobias Preis, Quantifying crowd size with mobile phone and Twitter data Royal Society Open Science. ,vol. 2, pp. 150162- 150162 ,(2015) , 10.1098/RSOS.150162
Cem Ersoy, Ozlem Durmaz Incel, Mustafa Kose, A Review and Taxonomy of Activity Recognition on Mobile Phones Journal of Bionanoscience. ,vol. 3, pp. 145- 171 ,(2013) , 10.1007/S12668-013-0088-3
Andreas Janecek, Danilo Valerio, Karin Anna Hummel, Fabio Ricciato, Helmut Hlavacs, The Cellular Network as a Sensor: From Mobile Phone Data to Real-Time Road Traffic Monitoring IEEE Transactions on Intelligent Transportation Systems. ,vol. 16, pp. 2551- 2572 ,(2015) , 10.1109/TITS.2015.2413215