PUMA
Istituto di Scienza e Tecnologie dell'Informazione     
Trasarti R., Pinelli F., Nanni M., Giannotti F. Individual Mobility Profiles: Methods and Application on Vehicle Sharing. In: SEBD - 20th Italian Symposium on Advanced Database Systems (Venezia, 24/06 2012). Atti, pp. 35 - 42. Nicola Ferro and Letizia Tanca (eds.). Edizioni Libreria Progetto, 2012.
 
 
Abstract
(English)
In this paper we present a methodology for extracting mobility profiles of individuals from raw digital traces (in particular, GPS traces), and study criteria to match individuals based on profiles. We instantiate the profile matching problem to a specific application context, namely proactive car pooling services, and therefore develop a matching criterion that satisfies various basic constraints obtained from the background knowledge of the application domain. In order to evaluate the impact and robustness of the methods introduced we present an experiment which is performed on a massive dataset containing GPS traces of private cars.
Subject Data Mining
GPS
Car Pooling
H.2.8 Database Applications
58-02 Research exposition


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