Title :
T-Warehouse: Visual OLAP analysis on trajectory data
Author :
Leonardi, Luca ; Marketos, Gerasimos ; Frentzos, Elias ; Giatrakos, Nikos ; Orlando, Salvatore ; Pelekis, Nikos ; Raffaetà, Alessandra ; Roncato, Alessandro ; Silvestri, Claudio ; Theodoridis, Yannis
Author_Institution :
Dept. of Inf., Univ. Ca´´ Foscari Venezia, Venezia, Italy
Abstract :
Technological advances in sensing technologies and wireless telecommunication devices enable novel research fields related to the management of trajectory data. As it usually happens in the data management world, the challenge after storing the data is the implementation of appropriate analytics for extracting useful knowledge. However, traditional data warehousing systems and techniques were not designed for analyzing trajectory data. Thus, in this work, we demonstrate a framework that transforms the traditional data cube model into a trajectory warehouse. As a proof-of-concept, we implemented T-WAREHOUSE, a system that incorporates all the required steps for Visual Trajectory Data Warehousing, from trajectory reconstruction and ETL processing to Visual OLAP analysis on mobility data.
Keywords :
data mining; data warehouses; ETL processing; T-Warehouse; traditional data cube model; trajectory data management; visual OLAP analysis; visual trajectory data warehousing; Cities and towns; Data analysis; Data mining; Energy management; Informatics; Information analysis; Knowledge management; Paper technology; Roads; Warehousing;
Conference_Titel :
Data Engineering (ICDE), 2010 IEEE 26th International Conference on
Conference_Location :
Long Beach, CA
Print_ISBN :
978-1-4244-5445-7
Electronic_ISBN :
978-1-4244-5444-0
DOI :
10.1109/ICDE.2010.5447749