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An Approach to Measuring Semantic Relatedness of Geographic Terminologies Using a Thesaurus and Lexical Database Sources

Authors :
Zugang Chen
Jia Song
Yaping Yang
Source :
ISPRS International Journal of Geo-Information, Vol 7, Iss 3, p 98 (2018), ISPRS International Journal of Geo-Information; Volume 7; Issue 3; Pages: 98
Publication Year :
2018
Publisher :
MDPI AG, 2018.

Abstract

In geographic information science, semantic relatedness is important for Geographic Information Retrieval (GIR), Linked Geospatial Data, geoparsing, and geo-semantics. But computing the semantic similarity/relatedness of geographic terminology is still an urgent issue to tackle. The thesaurus is a ubiquitous and sophisticated knowledge representation tool existing in various domains. In this article, we combined the generic lexical database (WordNet or HowNet) with the Thesaurus for Geographic Science and proposed a thesaurus–lexical relatedness measure (TLRM) to compute the semantic relatedness of geographic terminology. This measure quantified the relationship between terminologies, interlinked the discrete term trees by using the generic lexical database, and realized the semantic relatedness computation of any two terminologies in the thesaurus. The TLRM was evaluated on a new relatedness baseline, namely, the Geo-Terminology Relatedness Dataset (GTRD) which was built by us, and the TLRM obtained a relatively high cognitive plausibility. Finally, we applied the TLRM on a geospatial data sharing portal to support data retrieval. The application results of the 30 most frequently used queries of the portal demonstrated that using TLRM could improve the recall of geospatial data retrieval in most situations and rank the retrieval results by the matching scores between the query of users and the geospatial dataset.

Details

ISSN :
22209964
Volume :
7
Database :
OpenAIRE
Journal :
ISPRS International Journal of Geo-Information
Accession number :
edsair.doi.dedup.....7575f993e5f1e9076c3954a49b76cf18
Full Text :
https://doi.org/10.3390/ijgi7030098