Nowadays mobile phone data are an actual proxy for studying the users' social life and urban dynamics. In this paper we present the Sociometer, and analytical framework aimed at classifying mobile phone users into behavioral categories by means of their call habits. The analytical process starts from spatio-temporal profiles, learns the different behaviors, and returns annotated profiles. After the description of the methodology and its evaluation, we present an application of the Sociometer for studying city users of one small and one big city, evaluating the impact of big events in these cities.

City users' classification with mobile phone data

Furletti B;Gabrielli L;Trasarti R;Giannotti F;Pedreschi D
2015

Abstract

Nowadays mobile phone data are an actual proxy for studying the users' social life and urban dynamics. In this paper we present the Sociometer, and analytical framework aimed at classifying mobile phone users into behavioral categories by means of their call habits. The analytical process starts from spatio-temporal profiles, learns the different behaviors, and returns annotated profiles. After the description of the methodology and its evaluation, we present an application of the Sociometer for studying city users of one small and one big city, evaluating the impact of big events in these cities.
2015
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo" - ISTI
Inglese
IEEE International Conference on Big Data
1007
1012
978-1-4799-9925-5
http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7363852
Sì, ma tipo non specificato
29/10/2015-01/11/2015
Santa Clara, CA, USA
Data mining
Individual profiles
Classification
Mobile phone data
Progetto Personal Transport Advisor: an integrated platform of mobility patterns for Smart Cities to enable demand-adaptive transportation systems - Acronimo PETRA - Grant agreement 609042 - Tipo Progetto EU_FP7
5
restricted
Furletti, B; Gabrielli, L; Trasarti, R; Giannotti, F; Pedreschi, D
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
   Personal Transport Advisor: an integrated platform of mobility patterns for Smart Cities to enable demand-adaptive transportation systems
   PETRA
   FP7
   609042
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/309987
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