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.File | Dimensione | Formato | |
---|---|---|---|
prod_346002-doc_108579.pdf
solo utenti autorizzati
Descrizione: City users' classification with mobile phone data
Tipologia:
Versione Editoriale (PDF)
Dimensione
875.48 kB
Formato
Adobe PDF
|
875.48 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
prod_346002-doc_108580.pdf
solo utenti autorizzati
Descrizione: City users' classification with mobile phone data
Tipologia:
Versione Editoriale (PDF)
Dimensione
923.42 kB
Formato
Adobe PDF
|
923.42 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.