PUMA
Istituto di Scienza e Tecnologie dell'Informazione     
Guidotti R., Trasarti R., Nanni M. Towards user-centric data management: individual mobility analytics for collective services. In: SIGSPATIAL’15 - 23rd International Conference on Advances in Geographic Information Systems (Seattle, Washington, USA, 3-6 November 2015). Proceedings, ACM, 2015.
 
 
Abstract
(English)
We are under the big data microscope and our digital traces are an inestimable source of awareness to understand deeply mobility phenomena as well as economic trends, social relationships and so on. The study of individuals profiles, and the comparison and interactions with collective patterns, is dramatically helpful both for the novel detailed information retrieved through the methodological framework and for the possibility to deal at the same time with privacy issues. The evidence is overwhelming: setting the focus of the big data microscope to capture human systematic behavior is surely a promising direction. The proposed vision is a methodolog-ical framework which should be able to deal with intelligent personal data store that are able to automatically perform individual data mining and that can provide proactive suggestions and support decisions, to provide the possibility to share individual profiles in order to reach a level of knowledge comparable to those belonged by a collective system, and suggest interactions between individual and collective data mining in order to overtake the level of complex society knowledge extracted by the state-of-art methods.
URL: http://https://www.researchgate.net/publication/283515263_Towards_user-centric_data_management_individual_mobility_analytics_for_collective_services
Subject User-centric model
Individual mobility
Collective services
H.2.8 Database Applications. Data mining
68W01


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