A Hybrid Method for Extracting Turkish Part-Whole Relation Pairs from Corpus

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dc.authoridYildiz, Tugba/0000-0002-8552-2806;
dc.authorwosidYildiz, Tugba/ABC-5958-2020
dc.authorwosidDiri, Banu/AAA-1020-2021
dc.contributor.authorSahin, Gurkan
dc.contributor.authorDiri, Banu
dc.contributor.authorYildiz, Tugba
dc.date.accessioned2024-07-18T20:52:15Z
dc.date.available2024-07-18T20:52:15Z
dc.date.issued2016
dc.departmentİstanbul Bilgi Üniversitesien_US
dc.description24th Signal Processing and Communication Application Conference (SIU) -- MAY 16-19, 2016 -- Zonguldak, TURKEYen_US
dc.description.abstractExtraction of various semantic relation pairs from different sources (dictionary definitions, corpus etc.) with high accuracy is one of the most popular topics in natural language processing (NLP). In this study, a hybrid method is proposed to extract Turkish part-whole pairs from corpus. Corpus statistics, WordNet similarities and Word2Vec word vector similarities are used together in this study. Firstly, initial part-whole seeds are prepared and by using these seeds part-whole patterns are extracted from corpus. For each pattern, a reliability score is calculated and reliable patterns are selected to produce new pairs from corpus. Various reliability scores are used for new pairs. To measure success of method, 19 target whole words are selected and average 83% (first 10 pairs), 74% (first 20 pairs), 68% (first 30 pairs) precisions are obtained, respectively.en_US
dc.description.sponsorshipIEEE,Bulent Ecevit Univ, Dept Elect & Elect Engn,Bulent Ecevit Univ, Dept Biomed Engn,Bulent Ecevit Univ, Dept Comp Engnen_US
dc.identifier.endpage1040en_US
dc.identifier.isbn978-1-5090-1679-2
dc.identifier.scopus2-s2.0-84982812281en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage1037en_US
dc.identifier.urihttps://hdl.handle.net/11411/8598
dc.identifier.wosWOS:000391250900236en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherIEEEen_US
dc.relation.ispartof2016 24th Signal Processing and Communication Application Conference (Siu)en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectPart-Whole Semantic Relationshipen_US
dc.subjectPattern Based Methoden_US
dc.subjectLexico-Syntactic Patternen_US
dc.subjectSemantic Dictionaryen_US
dc.subjectNatural Language Processingen_US
dc.titleA Hybrid Method for Extracting Turkish Part-Whole Relation Pairs from Corpusen_US
dc.typeConference Objecten_US

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