Title :
CODE (Common Ontology DEvelopment): A Knowledge Integration Approach from Multiple Ontologies
Author :
Fudholi, Dhomas Hatta ; Rahayu, W. ; Pardede, Eric
Author_Institution :
Dept. of Comput. Sci. & Comput. Eng., La Trobe Univ., Melbourne, VIC, Australia
Abstract :
Ontology is used widely as a knowledge representation form. In the recent years, there is substantial growth of ontology utilization and development in different application domains that requires standardization and semantic interoperability. The increasing number in ontology development leads to overlapping in domain ontologies. Our approach called CODE (Common Ontology Development) is created to address the need for knowledge integration and reuse from distributed knowledge across multiple underlying ontologies. CODE is fully automated and it is a complete framework that aims to preserve source ontology knowledge. It uses natural language processing and scenario-based rules to ensure the accuracy of the integration mechanism. In addition, CODE can be used to merge more than two ontologies at the same time. To evaluate knowledge preservation and correctness in the proposed approach, SPARQL queries are used on the new integrated ontology and the results are verified against the source ontologies.
Keywords :
merging; natural language processing; ontologies (artificial intelligence); open systems; query languages; CODE; SPARQL queries; common ontology development; domain ontologies; knowledge integration approach; knowledge preservation; knowledge representation; multiple underlying ontologies; natural language processing; ontology merging; query language; semantic interoperability; Algorithm design and analysis; Clustering algorithms; Computer science; Merging; Natural language processing; Ontologies; Semantics; knowledge preservation; ontology integration; ontology merging;
Conference_Titel :
Advanced Information Networking and Applications (AINA), 2014 IEEE 28th International Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4799-3629-8
DOI :
10.1109/AINA.2014.92