Title :
Service-oriented architecture for sharing private spatial-temporal data
Author :
AbuSharkh, Hani ; Fung, Benjamin C M
Author_Institution :
Concordia Inst. for Inf. Syst. Eng., Concordia Univ., Montreal, QC, Canada
Abstract :
Many location-based software applications have been developed for mobile devices. Consequently, location-based service providers often have the detailed trajectory history of their service recipients. The collected spatial-temporal information of their service recipients can be invaluable for other organizations and companies in many aspects, for example, direct marking, market analysis, and consumer behavior analysis. Yet, releasing the spatial-temporal together with other user-specific data in its raw format often leads to privacy threats to their service recipients. In this paper, we study the problem of spatial-temporal data publishing with the consideration of preserving both privacy protection and information utility for data mining. The contributions are in two-fold. First, we propose a service-oriented architecture to determine an appropriate location-based service provider for a given data request. Second, we present a border-based data anonymization method to transform a raw spatial-temporal data table into an anonymous version that preserves both privacy and information utility. Experimental results suggest that our proposed method is effective, efficient, and scalable.
Keywords :
data mining; data privacy; mobile computing; mobile handsets; service-oriented architecture; border-based data anonymization method; consumer behavior analysis; data mining; information utility; location-based software applications; market analysis; mobile devices; privacy protection; privacy threats; private spatial-temporal data sharing; service-oriented architecture; spatial-temporal data publishing; spatial-temporal information; user-specific data; Context; Couplings; Data models; Data privacy; Service oriented architecture;
Conference_Titel :
Cloud and Service Computing (CSC), 2011 International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4577-1635-5
Electronic_ISBN :
978-1-4577-1636-2
DOI :
10.1109/CSC.2011.6138550