Chunking in Turkish with conditional random fields

dc.authorid0000-0001-5838-4615
dc.authorid0000-0002-8448-9987
dc.authorid0000-0001-7754-2033
dc.contributor.authorYıldız, Olcay Taneren_US
dc.contributor.authorSolak, Ercanen_US
dc.contributor.authorEhsani, Raziehen_US
dc.contributor.authorGörgün, Onuren_US
dc.date.accessioned2015-11-24T12:46:57Z
dc.date.available2015-11-24T12:46:57Z
dc.date.issued2015-04-14
dc.departmentIşık Üniversitesi, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.departmentIşık University, Faculty of Engineering, Department of Computer Engineeringen_US
dc.description.abstractIn this paper, we report our work on chunking in Turkish. We used the data that we generated by manually translating a subset of the Penn Treebank. We exploited the already available tags in the trees to automatically identify and label chunks in their Turkish translations. We used conditional random fields (CRF) to train a model over the annotated data. We report our results on different levels of chunk resolution.en_US
dc.description.versionPublisher's Versionen_US
dc.identifier.citationYıldız, O. T., Solak, E., Ehsani, R. & Görgün, O. (2015). Chunking in turkish with conditional random fields. Paper presented at the Lecture Notes in Computer Science, 9041, 173-184. doi:10.1007/978-3-319-18111-0_14en_US
dc.identifier.doi10.1007/978-3-319-18111-0_14
dc.identifier.endpage184
dc.identifier.isbn9783319181110
dc.identifier.isbn9783319181103
dc.identifier.issn0302-9743
dc.identifier.issn1611-3349
dc.identifier.scopus2-s2.0-84942693766
dc.identifier.scopusqualityQ3
dc.identifier.startpage173
dc.identifier.urihttps://hdl.handle.net/11729/710
dc.identifier.urihttp://dx.doi.org/10.1007/978-3-319-18111-0_14
dc.identifier.volume9041
dc.identifier.wosWOS:000362441400014
dc.identifier.wosqualityQ4
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.indekslendigikaynakConference Proceedings Citation Index – Science (CPCI-S)en_US
dc.institutionauthorYıldız, Olcay Taneren_US
dc.institutionauthorSolak, Ercanen_US
dc.institutionauthorEhsani, Raziehen_US
dc.institutionauthorGörgün, Onuren_US
dc.institutionauthorid0000-0001-5838-4615
dc.institutionauthorid0000-0002-8448-9987
dc.institutionauthorid0000-0001-7754-2033
dc.language.isoenen_US
dc.peerreviewedYesen_US
dc.publicationstatusPublisheden_US
dc.publisherSpringer-Verlagen_US
dc.relation.ispartofLecture Notes in Computer Scienceen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectComputer Scienceen_US
dc.subjectArtificial Intelligenceen_US
dc.subjectInformation Systemsen_US
dc.subjectTheory & Methodsen_US
dc.subjectRoboticsen_US
dc.subjectSpeechen_US
dc.subjectNatural language processing systemsen_US
dc.subjectPart-of-speech taggingen_US
dc.subjectComputational linguisticsen_US
dc.subjectForestryen_US
dc.subjectLinguisticsen_US
dc.subjectText processingen_US
dc.subjectTranslation (languages)en_US
dc.subjectConditional random fielden_US
dc.subjectTreebanksen_US
dc.subjectTurkishsen_US
dc.subjectRandom processesen_US
dc.titleChunking in Turkish with conditional random fieldsen_US
dc.typeConference Objecten_US
dspace.entity.typePublication

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