Turkish Text Classification with Machine Learning and Transfer Learning

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dc.authoridAYDOGAN, Murat/0000-0002-6876-6454
dc.authoridKarci, Ali/0000-0002-8489-8617
dc.authorwosidAYDOGAN, Murat/ABF-7251-2020
dc.authorwosidKarci, Ali/AAG-5337-2019
dc.contributor.authorAydogan, Murat
dc.contributor.authorKarci, Ali
dc.date.accessioned2024-08-04T20:46:55Z
dc.date.available2024-08-04T20:46:55Z
dc.date.issued2019
dc.departmentİnönü Üniversitesien_US
dc.descriptionInternational Conference on Artificial Intelligence and Data Processing (IDAP) -- SEP 21-22, 2019 -- Inonu Univ, Malatya, TURKEYen_US
dc.description.abstractThe problem of text classification is one of the most fundamental topics of study in the field of natural language processing, but when reviewing the literature, it is seen that there is an inadequate number of studies for the issue of Turkish text classification. Two different Turkish datasets were created for this aim. Word vectors were created on the first dataset of unlabeled texts. These word vectors were transferred to the second dataset created with data collected from various news sites by transfer learning. Text classification was applied with the machine learning algorithms on this dataset. The effects of transfer learning and transferring of word vectors on the accuracy rate and the performance of machine learning methods were analyzed in detail. When studying the experimental results, it was determined that Support Vector Machine model was performed more successful and It was seen that the accuracy rate was improved with transfer learning.en_US
dc.description.sponsorshipIEEE Turkey Sect,Anatolian Sci,Inonu Univ, Comp Sci Dept,Inonu Univ, Muhendisli Fakultesien_US
dc.identifier.doi10.1109/idap.2019.8875919
dc.identifier.scopus2-s2.0-85074892229en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://doi.org/10.1109/idap.2019.8875919
dc.identifier.urihttps://hdl.handle.net/11616/99042
dc.identifier.wosWOS:000591781100049en_US
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isotren_US
dc.publisherIeeeen_US
dc.relation.ispartof2019 International Conference on Artificial Intelligence and Data Processing (Idap 2019)en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectTurkish text classificationen_US
dc.subjectmachine learningen_US
dc.subjectword embeddingen_US
dc.subjecttransfer learningen_US
dc.titleTurkish Text Classification with Machine Learning and Transfer Learningen_US
dc.typeConference Objecten_US

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