PageRank based Semantic Similarity Measure on a Graph based Turkish WordNet

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dc.authoridOrhan, Umut/0000-0003-1882-6567
dc.authoridTulu, Cagatay Neftali/0000-0002-4462-3707
dc.contributor.authorTulu, Cagatay
dc.contributor.authorOrhan, Umut
dc.date.accessioned2025-01-06T17:43:46Z
dc.date.available2025-01-06T17:43:46Z
dc.date.issued2017
dc.description2017 International Conference on Computer Science and Engineering (UBMK) -- OCT 05-08, 2017 -- Antalya, TURKEY
dc.description.abstractSemantic similarity of texts is one of the important areas of Natural Language Processing, and there are several approaches to measure similarity: statistical, WordNet based, and hybrid. For all of these approaches, a lexical knowledge is used such as corpus or semantic network. WordNet is one of the most preferred and mature lexical knowledge base. In this study, we have focused on measuring semantic similarity of Turkish words with a graph based Turkish WordNet. In order to measure semantic similarities, a PageRank based application was chosen. For testing the success of the proposed system, RG65 standard similarity dataset was translated to Turkish and used as benchmark data. Similarity results of the translated RG65 dataset are computed using Turkish WordNet. Result of the computation shows rho=0.543 correlation with human judgement. Taking into account that Turkish WordNet is very limited in term of number of words and there is no study in this area for Turkish language, it is considered that also the low success for this study is acceptable.
dc.description.sponsorshipIEEE Adv Technol Human,Istanbul Teknik Univ,Gazi Univ,Atilim Univ,TBV,Akdeniz Univ,Tmmob Bilgisayar Muhendisleri Odasi
dc.description.sponsorshipCukurova University-BAPKOM [FDK-2017-8170]
dc.description.sponsorshipWe thank to Cukurova University-BAPKOM for funding of FDK-2017-8170 project.
dc.identifier.endpage473
dc.identifier.isbn978-1-5386-0930-9
dc.identifier.startpage468
dc.identifier.urihttps://hdl.handle.net/20.500.14669/2791
dc.identifier.wosWOS:000426856900087
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherIEEE
dc.relation.ispartof2017 International Conference on Computer Science and Engineering (Ubmk)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241211
dc.subjectnatural language processing
dc.subjectsemantic similarity
dc.subjectPageRank
dc.subjectgraph based Turkish WordNet
dc.subjectBalkaNet
dc.titlePageRank based Semantic Similarity Measure on a Graph based Turkish WordNet
dc.typeConference Object

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