The focus of data integration systems is on producing a comprehensive global schema successfully integrating data from heterogeneous data sources (heterogeneous in format and in structure). Starting from the “meanings” associated to schema elements (i.e. class/attribute labels) and exploiting the structural knowledge of sources, it is possible to discover relationships among the elements of different schemata. Lexical annotation is the explicit inclusion of the “meaning” of a data source element according to a lexical resource. Accuracy of semi-automatic lexical annotatortools is poor on real-world schemata due to the abundance of non-dictionary compound nouns. It follows that a large set of relationships among different schemata is discovered, including a great amount of false positive relationships. In this paper we propose a new method for the annotation ofnon-dictionary compound nouns, which draws its inspiration from works in the natural languagedisambiguation area. The method extends the lexical annotation module of the MOMIS data integration system.
Extending Word Net with compound nouns for semi-automatic annotation in data integration systems / Beneventano, Domenico; Bergamaschi, Sonia; Sorrentino, Serena. - STAMPA. - (2009), pp. 1-8. (Intervento presentato al convegno 2009 International Conference on Natural Language Processing and Knowledge Engineering, NLP-KE 2009 tenutosi a Dalian , China nel 24-27 September 2009) [10.1109/NLPKE.2009.5313842].
Extending Word Net with compound nouns for semi-automatic annotation in data integration systems
BENEVENTANO, Domenico;BERGAMASCHI, Sonia;SORRENTINO, Serena
2009
Abstract
The focus of data integration systems is on producing a comprehensive global schema successfully integrating data from heterogeneous data sources (heterogeneous in format and in structure). Starting from the “meanings” associated to schema elements (i.e. class/attribute labels) and exploiting the structural knowledge of sources, it is possible to discover relationships among the elements of different schemata. Lexical annotation is the explicit inclusion of the “meaning” of a data source element according to a lexical resource. Accuracy of semi-automatic lexical annotatortools is poor on real-world schemata due to the abundance of non-dictionary compound nouns. It follows that a large set of relationships among different schemata is discovered, including a great amount of false positive relationships. In this paper we propose a new method for the annotation ofnon-dictionary compound nouns, which draws its inspiration from works in the natural languagedisambiguation area. The method extends the lexical annotation module of the MOMIS data integration system.File | Dimensione | Formato | |
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