Title :
Effective data integration in the presence of temporal semantic conflicts
Author :
Zhu, Hongwei ; Madnick, Stuart E. ; Siegel, Michael D.
Author_Institution :
MIT Sloan Sch. of Manage., Cambridge, MA, USA
Abstract :
The change in meaning of data over time poses significant challenges for the use of that data. These challenges exist in the use of an individual data source and are further compounded with the integration of multiple sources. In this paper, we identify three types of temporal semantic heterogeneities. We propose a solution based on extensions to the context interchange framework, which has mechanisms for capturing semantics using ontology and temporal context. It also provides a mediation service that automatically resolves semantic conflicts. We show the feasibility of this approach with a prototype that implements a subset of the proposed extensions.
Keywords :
data mining; database theory; knowledge engineering; temporal databases; context interchange framework; data integration; data source; mediation service; ontology; temporal context; temporal semantic conflicts; temporal semantic heterogeneities; Databases; Environmental management; Eyes; History; Information retrieval; Insurance; Mediation; Medical services; Ontologies; Prototypes;
Conference_Titel :
Temporal Representation and Reasoning, 2004. TIME 2004. Proceedings. 11th International Symposium on
Print_ISBN :
0-7695-2155-X
DOI :
10.1109/TIME.2004.1314427