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An Approach to Measuring Semantic Relatedness of Geographic Terminologies Using a Thesaurus and Lexical Database Sources
- 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.
- Subjects :
- thesaurus
Geospatial analysis
Computer science
InformationSystems_INFORMATIONSTORAGEANDRETRIEVAL
Geography, Planning and Development
0211 other engineering and technologies
WordNet
lcsh:G1-922
02 engineering and technology
Lexical database
computer.software_genre
Data retrieval
Semantic similarity
020204 information systems
0202 electrical engineering, electronic engineering, information engineering
Earth and Planetary Sciences (miscellaneous)
Computers in Earth Sciences
021101 geological & geomatics engineering
Thesaurus (information retrieval)
Information retrieval
semantic relatedness
lexical databases
thesaurus–lexical relatedness measure (TLRM)
geographic terminology
Geographic information retrieval
Geospatial Information Retrieval (GIR)
Geoparsing
computer
lcsh:Geography (General)
Subjects
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