DocumentCode :
1467110
Title :
Global viewing of heterogeneous data sources
Author :
Castano, Sandra ; De Antonellis, Valeria
Author_Institution :
Dipt. di Scienze dell´Informazione, Milan Univ.
Volume :
13
Issue :
2
fYear :
2001
Firstpage :
277
Lastpage :
297
Abstract :
The problem of defining global views of heterogeneous data sources to support querying and cooperation activities is becoming more and more important due to the availability of multiple data sources within complex organizations and in global information systems. Global views are defined to provide a unified representation of the information in the different sources by analyzing conceptual schemas associated with them and resolving possible semantic heterogeneity. We propose an affinity based unification method for global view construction. In the method: (1) the concept of affinity is introduced to assess the level of semantic relationship between elements in different schemas by taking into account semantic heterogeneity; (2) schema elements are classified by affinity levels using clustering procedures so that their different representations can be analyzed for unification; (3) global views are constructed starting from selected clusters by unifying representations of their elements. Experiences of applying the proposed unification method and the associated tool environment ARTEMIS on databases of the Italian Public Administration information systems are described
Keywords :
data handling; distributed databases; information systems; pattern clustering; public administration; query processing; ARTEMIS; Italian Public Administration information systems; affinity based unification method; affinity levels; clustering procedures; complex organizations; conceptual schemas; cooperation activities; databases; global information systems; global view construction; global viewing; global views; heterogeneous data sources; multiple data sources; querying; schema elements; semantic heterogeneity; semantic relationship; tool environment; unification method; unified representation; Availability; Computer Society; Context modeling; Data analysis; Data models; Distributed databases; Information analysis; Information systems; Performance analysis;
fLanguage :
English
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1041-4347
Type :
jour
DOI :
10.1109/69.917566
Filename :
917566
Link To Document :
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