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dc.contributor.authorAğun, Hayri Volkan
dc.contributor.authorYılmazel, Sibel
dc.contributor.authorYılmazel, Özgür
dc.contributor.editorNie, JY
dc.contributor.editorObradovic, Z
dc.contributor.editorSuzumura, T
dc.date.accessioned2019-10-18T18:30:10Z
dc.date.available2019-10-18T18:30:10Z
dc.date.issued2017
dc.identifier.isbn978-1-5386-2715-0
dc.identifier.issn2639-1589
dc.identifier.urihttps://hdl.handle.net/11421/10157
dc.descriptionIEEE International Conference on Big Data (IEEE Big Data) -- DEC 11-14, 2017 -- Boston, MAen_US
dc.descriptionWOS: 000428073701109en_US
dc.description.abstractIn this study we present a text categorization approach for stylometric analysis of Turkish documents. To this end we extend traditional features and take advantage of linguistic processing. We experiment with a combination of bag of stems and additional features such as function words, part of speech tags and morpho-syntactic tags in datasets having varying number of authors. Based on the characteristics of Turkish (agglutinative language) we expected morpho-syntactic tags to perform better. However, neither part of speech tags nor morpho syntactic tags has showed a significant gain in our settings. Our findings suggest that the main performance is dominated with bag of stem features and the best performance is achieved with combination of bag of stems and function words.en_US
dc.description.sponsorshipIEEE, IEEE Comp Soc, ELSEVIER, CISCOen_US
dc.language.isoengen_US
dc.publisherIEEEen_US
dc.relation.ispartofseriesIEEE International Conference on Big Data
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectNatural Language Processingen_US
dc.subjectFeature Extractionen_US
dc.subjectText Classificationen_US
dc.subjectAuthorship Attributionen_US
dc.titleEffects of Language Processing in Turkish Authorship Attributionen_US
dc.typeconferenceObjecten_US
dc.relation.journal2017 IEEE International Conference On Big Data (Big Data)en_US
dc.contributor.departmentAnadolu Üniversitesien_US
dc.contributor.authorIDAgun, Hayri Volkan/0000-0002-4253-8920en_US
dc.identifier.startpage1876en_US
dc.identifier.endpage1881en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.contributor.institutionauthorYılmazel, Özgür


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