DocumentCode :
531621
Title :
A Scalable Indexing Mechanism for Ontology-Based Information Integration
Author :
Li, Yingjie ; Qasem, Abir ; Heflin, Jeff
Author_Institution :
Dept. of Comput. Sci. & Eng., Lehigh Univ., Bethlehem, PA, USA
Volume :
1
fYear :
2010
fDate :
Aug. 31 2010-Sept. 3 2010
Firstpage :
328
Lastpage :
331
Abstract :
In recent years, there has been an explosion of publicly available RDF and OWL web pages. Typically, these pages are small, heterogeneous and prone to change frequently. In order to effectively integrate them, we propose to adapt a query reformulation algorithm and combine it with an information retrieval inspired index in order to select all sources relevant to a query. We treat each RDF document as a bag of URIs and literals and build an inverted index. Our system first reformulates the user´s query into a set of sub goals and then translates these into Boolean queries against the index in order to determine which sources are relevant. Finally, the selected data sources and the relevant ontology mappings are used in conjunction with a description logic reasoner to provide an efficient query answering solution for the Semantic Web. We have evaluated our system using ontology mappings and ten million real world data sources.
Keywords :
Boolean algebra; document handling; knowledge representation languages; ontologies (artificial intelligence); query formulation; semantic Web; Boolean queries; OWL web pages; RDF document; data sources; description logic; information retrieval; inverted index; ontology based information integration; query reformulation algorithm; scalable indexing mechanism; Information Integration; Inverted Index; Semantic Web;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Web Intelligence and Intelligent Agent Technology (WI-IAT), 2010 IEEE/WIC/ACM International Conference on
Conference_Location :
Toronto, ON
Print_ISBN :
978-1-4244-8482-9
Electronic_ISBN :
978-0-7695-4191-4
Type :
conf
DOI :
10.1109/WI-IAT.2010.150
Filename :
5616584
Link To Document :
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