Text Concept Relation Acquisition based on Ontology Similarity

Abstract:

Ontologylearning has become a research hotspot in computer field at present with focuson concept and relation acquisition. The acquisition results of traditionalstatistic-based method are not highly accurate because it ignores the effectsof conceptual semantic and characteristics and others factors on conceptualrelation. To resolve above problems, this paper puts forward to a comprehensiveontology similarity integrates semantic similarity with characteristic attributesimilarity, takes uses of association rule to mine concept-to-conceptrelations, and applies comprehensive ontology similarity into relationacquisition. The experiment shows that this method can effectively improve theaccuracy of concept relation acquisition.

• Periodical: Applied Mechanics and Materials (Volumes 336-338)
• Pages: 2182-2187
• DOI: https://doi.org/10.4028/www.scientific.net/AMM.336-338.2182
• Online since: July 2013
• Authors: Dao Wang Li
• Keywords: Data Mining (DM), Ontology Learning, Ontology Similarity, Relation Acquisition

References

[1] Jing Kong. Ontology Learning: Principles, Methods and Related Progress. Journal of China Society for Scientific and Technical Information (2006), 25 (6): 657-665 (In Chinese).

[2] Maedche A, Staab S. Ontology learning for the semantic web. IEEE Intelligent Systems, (2001), 16(2): 72-79.

DOI: 10.1109/5254.920602

[3] Missikoff M, Navigli R, Velardi P. Integrated Approach for Web Ontology Learning and Engineering. IEEE Computer, (2002), 35(11): 60-63.

DOI: 10.1109/mc.2002.1046976

[4] Maedche A. Ontology Learning for the Semantic Web. Boston: Kluwer Academic Publishers, (2002): 151-170.

[5] Gal A, Anaby-Tavor A, Trombetta A, Montesi D. A Framework for Modeling and Evaluating Automatic Semantic Reconciliation. VLDB Journal, (2005), 14(l): 50-67.

DOI: 10.1007/s00778-003-0115-z

[6] Bo Du, Huaifeng Tian, Li Wang et al. Multi-Strategic-based Professional Domain Term Extractor Design. Computer Engineering, (2005), 14: 159-160 (In Chinese).

[7] Xiuling Jia, Dunwei Wen. Study on Concept Extraction and Relation Extraction in Ontology Learning. Changsha: Central Sough University, (2007) (In Chinese).

[8] Guo Huang, Zhurong Zhou. Research on Calculation of Conceptual Semantic Similarity Based on Domain Ontology. Computer Engineering and Design, (2007), 28(10): 2460-2463 (In Chinese).

[9] Lin D. An Information Theoretic Definition of Similarity. Proc of the Int'l Conf on Machine Learning. (1998). 296-304.

[10] Zewen Cao, Jie Qian, Weiming Zhang et al. A Comprehensive Concept Similarity Algorithm. Computer Engineering, (2007), 34(3): 174-175, 191 (In Chinese).

[11] Li Tan, Zhongzhi Shi. Ontology Relation Learning Algorithm Based on Data Mining. Journal of Zhengzhou University (Science Edition), (2008), 40(3): 40-43 (In Chinese).