Contextual Ontology Alignment of LOD With an Upper Ontology: A Case Study With Proton

TitleContextual Ontology Alignment of LOD With an Upper Ontology: A Case Study With Proton
Publication TypeConference Paper
Year of Publication2011
AuthorsPrateek Jain, Peter Z. Yeh, Kunal Verma, Reymonrod Vasquez, Mariana Damova, Pascal Hitzler, Amit Sheth
Conference Name8th Extended Semantic Web Conference, ESWC 2011
PublisherProceedings of 8th Extended Semantic Web Conference, ESWC 2011
Conference LocationGreece
KeywordsContextual Ontology Alignment, Linked Open Data, Ontology Mapping, Schema Alignment
Abstract

The Linked Open Data (LOD) is a major milestone towards realizing the Semantic Web vision, and can enable applications such as robust Question Answering (QA) systems that can answer queries requiring multiple, disparate information sources. However, realizing these applications requires relationships at both the schema and instance level, but currently the LOD only provides relationships for the latter. To address this limitation, we present a solution for automatically finding schema-level links between two LOD ontologies -- in the sense of ontology alignment. Our solution, called BLOOMS+, extends our previous solution (i.e. BLOOMS) in two significant ways. BLOOMS+ 1) uses a more sophisticated metric to determine which classes between two ontologies to align, and 2) considers contextual information to further support (or reject) an alignment. We present a comprehensive evaluation of our solution using schema-level mappings from LOD ontologies to Proton (an upper level ontology) -- created manually by human experts for a real world application called FactForge. We show that our solution performed well on this task. We also show that our solution significantly outperformed existing ontology alignment solutions (including our previously published work on BLOOMS) on this same task.

Full Text

Prateek Jain,Peter Z. Yeh, Kunal Verma, Reymonrod Vasquez, Mariana Damova, Pascal Hitzler and Amit P. Sheth, Contextual Ontology Alignment of LOD with an Upper Ontology: A Case Study with Proton. In Proc. of the 8th Extended Semantic Web Conference (ESWC 2011), (Part I. Lecture Notes in Computer Science 6643), Springer, Heraklion, Crete, Greece, May 29-June 2, 2011, pp. 80-92.

Editor Grigoris Antoniou

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