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dc.contributor.authorGüran, Aysun
dc.contributor.authorGüler Beyazıt, Nilgün
dc.contributor.authorGürbüz, Mustafa Zahid
dc.date.accessioned2014-06-20T21:18:27Z
dc.date.available2014-06-20T21:18:27Z
dc.date.issued2013-06-06
dc.identifier.citationGÜRAN, N., GÜLER BAYAZIT, N., GÜRBÜZ, M.Z. (2013). Effcient feature integration with Wikipedia-based semantic feature extraction for Turkish text summarization. Turkish Journal of Electrical Engineering & Computer Sciences, 21 (5), 1411-1425.ss.en_US
dc.identifier.issn1300-0632
dc.identifier.issn1303-6203
dc.identifier.urihttp://hdl.handle.net/11376/121
dc.identifier.urihttp://dx.doi.org/10.3906/elk-1201-15
dc.description.abstractAbstract: This study presents a novel hybrid Turkish text summarization system that combines structural and semantic features. The system uses 5 structural features, 1 of which is newly proposed and 3 are semantic features whose values are extracted from Turkish Wikipedia links. The features are combined using the weights calculated by 2 novel approaches. The first approach makes use of an analytical hierarchical process, which depends on a series of expert judgments based on pairwise comparisons of the features. The second approach makes use of the artificial bee colony algorithm for automatically determining the weights of the features. To confirm the significance of the proposed hybrid system, its performance is evaluated on a new Turkish corpus that contains 110 documents and 3 human-generated extractive summary corpora. The experimental results show that exploiting all of the features by combining them results in a better performance than exploiting each feature individually.en_US
dc.language.isoengen_US
dc.publisherTÜBİTAKen_US
dc.relation.isversionof10.3906/elk-1201-15en_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectTurkish Text Summarizationen_US
dc.subjectlatent Semantic Analysisen_US
dc.subjectAnalytical Hierarchical Processen_US
dc.subjectArtificial Bee Colony Algorithmen_US
dc.subjectTurkish Wikipediaen_US
dc.titleEffcient feature integration with Wikipedia-based semantic feature extraction for Turkish text summarizationen_US
dc.typearticleen_US
dc.relation.journalTurkish Journal of Electrical Engineering & Computer Sciencesen_US
dc.contributor.departmentDoğuş Üniversitesi, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.contributor.authorIDTR112334
dc.contributor.authorIDTR142354


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