JOURNAL ARTICLE

Semantic Similarity Measurement Model Based on Geographic Ontology

Huanhuan Lv

Year: 2013 Journal:   Journal of Information and Computational Science Vol: 10 (12)Pages: 3869-3876   Publisher: Sun Yat-sen University

Abstract

Traditional keyword based information retrieval methods can not understand the semantic of information. Ontology is the foundation of the Semantic Web. However, the geographic ontology construction studies are not thorough enough. Similarity measurement in geographic information search, particularly in query expansion, plays an important role, while the existing semantic similarity measurement models only focus on single impact factor, which leads to poor convergence performance and lower calculation accuracy, and they are greatly influenced by subjective consciousness. In this paper, the building of geographic ontology is researched. According to four impact factors, a semantic similarity measurement model based on geographic ontology is proposed. The experiment results indicate that this model has better performance than classical models, meaning that the semantic similarity of proposed model is more consistent with the expert experience in field.

Keywords:
Computer science Semantic similarity Ontology Similarity (geometry) Information retrieval Semantic heterogeneity Natural language processing Data mining Artificial intelligence Ontology-based data integration Semantic Web Image (mathematics)

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FWCI (Field Weighted Citation Impact)
11
Refs
0.33
Citation Normalized Percentile
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Topics

Geographic Information Systems Studies
Social Sciences →  Social Sciences →  Geography, Planning and Development
Semantic Web and Ontologies
Physical Sciences →  Computer Science →  Artificial Intelligence
Data Management and Algorithms
Physical Sciences →  Computer Science →  Signal Processing

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