In this work we propose DAEDALUS, a knowledge discovery sys- tem that enables a uniform querying of movement data and patterns. Such sys- tem is founded on a formal framework that defines knowledge discovery exe- cution process as a progressive combination of mining and querying operators. The core component of DAEDALUS is the query language that extends SQL in two respects, namely a pattern definition operator and the capability of uni- formly manipulate both raw data and unveiled patterns. DAEDALUS is specifi- cally focussed on movement data and has been implemented as a query execution layer on top of the Hermes Moving Object Database. A qualitative evaluation of the system will show the power of DAEDALUS in progressive mining task over movement data.
DAEDALUS: A knowledge discovery analysis framework for movement data
Ortale R;Ritacco E;Trasarti R;Costa G;Giannotti F;Manco G;Renso C;
2008
Abstract
In this work we propose DAEDALUS, a knowledge discovery sys- tem that enables a uniform querying of movement data and patterns. Such sys- tem is founded on a formal framework that defines knowledge discovery exe- cution process as a progressive combination of mining and querying operators. The core component of DAEDALUS is the query language that extends SQL in two respects, namely a pattern definition operator and the capability of uni- formly manipulate both raw data and unveiled patterns. DAEDALUS is specifi- cally focussed on movement data and has been implemented as a query execution layer on top of the Hermes Moving Object Database. A qualitative evaluation of the system will show the power of DAEDALUS in progressive mining task over movement data.File | Dimensione | Formato | |
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