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An Optimization Technique for RDFS Inference the Applied Order of RDF Schema Entailment Rules  

Kim, Ki-Sung (서울대학교 컴퓨터공학부)
Yoo, Sang-Won (서울대학교 컴퓨터공학부)
Lee, Tae-Whi (서울대학교 컴퓨터공학부)
Kim, Hyung-Joo (서울대학교 컴퓨터공학부)
Abstract
RDF Semantics, one of W3C Recommendations, provides the RDFS entailment rules, which are used for the RDFS inference. Sesame, which is well known RDF repository, supports the RDBMS-based RDFS inference using the forward-chaining strategy. Since inferencing in the forward-chaining strategy is performed in the data loading time, the data loading time in Sesame is slow down be inferencing. In this paper, we propose the order scheme for applying the RDFS entailment rules to improve inference performance. The proposed application order makes the inference process terminate without repetition of the process for most cases and guarantees the completeness of inference result. Also the application order helps to reduce redundant results during the inference by predicting the results which were made already by previously applied rules. In this paper, we show that our approaches can improve the inference performance with comparisons to the original Sesame using several real-life RDF datasets.
Keywords
Semantic Web; RDF; Rule-based Inference; Forward-chaining;
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1 Jeff Z. Pan and Ian Horrocks. RDFS(FA) and RDF MT: Two Semantics for RDFS. In Proceedings of the International Semantic Web Conference, 2003   DOI
2 Yuanbo Guo, Zhengxiang Pan, and Jeff Heflin. An Evaluation of Knowledge Base Systems for Large OWL Datasets. In Proceedings of the International Semantic Web Conference, 2004   DOI
3 Jeremy J. Carroll, Ian Dickinson, Chris Dollin, Dave Reynolds, Andy Seaborne, and Kevin-Wilkinson. Jena: Implementing the Semantic Web Recommendations. In Proceedings of the International World Wide Web Conference, 2004
4 Charles Forgy. Rete: A Fast Algorithm for the Many Pattern/Many Object Pattern Match Problem. Artificial Intelligence, 19(1), 1982   DOI   ScienceOn
5 Raphael Volz, Steffen Staab, and Boris Motik. Incremental Maintenance of Materialized Ontologies. CoopIS/DOA/ODBASE, 2003
6 Jeen Broekstra and Arjohn Kampman. Inferencing and Truth Maintenance in RDF Schema. In Proceedings of the Workshop on Practical and Scalable Semantic Systems, 2003
7 Patrie Hayes and Brian McBride. RDF Semantics. Technical report, W3C Recommendation, 2004
8 Ora Lassila. Taking the RDF Model Theory Out For a Spin. In Proceedings of the International Semactic Web Conference, 2002
9 Graham Klyne, Jeremy J. Carroll, and Bran McBride. Resource Description Framework (RDF): Concepts and Abstraction. W3C Recommendation, 2004
10 Dan Brickley, R.V. Guha, and Brian McBride. RDF Vocabulary Description Language 1.0: RDF Schema. W3C Recommendation, 2004
11 Jeen Broekstra, Arjohn Kampman, and Frank van Harmelen. Sesame: A Generic Architecture for Storing and Querying RDF and RDF Schema. In Proceedings of the International Semantic Web Conference, 2002