Title :
Similarity computation by ontology merging system: DKP-OM
Author :
Fahad, Muhammad ; Qadir, Muhammad Abdul
Author_Institution :
Center for Distrib. & Semantic Comput., Mohammad Ali Jinnah Univ., Islamabad
Abstract :
One of the core tasks of mapping and merging of multiple ontologies is to produce accurate, consistent and coherent merged global ontology that promotes interoperability among heterogeneous multi-vendors semantic-based systems. Current systems for ontology mapping and merging are very restricted in terms of resolving mismatches or proposing accurate matches with no or minimum human intervention. The suggestions made by these systems do not consider all information available in the semantic knowledge of the ontologies. We developed a semantic based ontology merging system, DKP-OM that employs almost all the semantics provided in the ontologies. This paper discusses the similarity computation factors considered by DKP-OM for providing complete, consistent and coherent merged ontology. These factors find the correspondences between the concepts of ontologies and check the consistency of initial mappings found. The concept of validation during the initial stages of ontology mapping not only distinguishes our system from the existing ones´ but also reduces the users´ dependability for validating the consistency of the generated mappings.
Keywords :
ontologies (artificial intelligence); semantic Web; heterogeneous multivendors semantic-based systems; interoperability; ontology mapping; ontology merging system; semantic Web; semantic knowledge; Distributed computing; Dynamic programming; Humans; Machine learning; Merging; Ontologies; Probability; Process design; Runtime; Terminology; Alignment Conflict among disjoint relations; Consistency of mapping; Mapping and Merging; Ontology Alignment;
Conference_Titel :
Computer, Control and Communication, 2009. IC4 2009. 2nd International Conference on
Conference_Location :
Karachi
Print_ISBN :
978-1-4244-3313-1
Electronic_ISBN :
978-1-4244-3314-8
DOI :
10.1109/IC4.2009.4909256