Genetik algoritmalar kullanılarak metinlerde otomatik özet çıkarma

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dc.contributor.MCBUauthorYaşa, Ahmet Cahit
dc.contributor.authorKarcıoğlu, Abdullah Ammar
dc.contributor.authorYaşa, Ahmet Cahit
dc.contributor.departmentFakülteler > Mühendislik Ve Doğa Bilimleri Fakültesi > Bilgisayar Mühendisliği Bölümü
dc.date.accessioned2025-01-13T10:46:45Z
dc.date.available2025-01-13T10:46:45Z
dc.date.issued2020-01-07
dc.description.abstractAutomatic text summarization is one of the applications of natural language processing that has been studied for a long time. The increase in the amount of information in web resources has increased the need for automatic text summarization methods. It is difficult to design a system to produce abstracts created by human hands. For this reason, many researchers have focused on extracting sentences or paragraphs, which is a kind of summary. In this study, we introduce a method that was created using genetic algorithms to generate such summaries. After the texts are preprocessed, vocabulary is created and given as input to the proposed method. The sentence selection based on Genetic Algorithm is used to summarize and after that the summary is created, it is evaluated using the fitness function. In our first model, the fitness function is based on the frequency of each word and the word pair frequencies. The results of the applied model are discussed using the same dataset in another method based on tf-idf, with precision, recall, fscore and Rouge metrics.
dc.description.citationKarcıoğlu, A. A., Yaşa, A.C. (2020), Automatic Summary Extraction in Texts Using Genetic Algorithms, 2020 28th Signal Processing and Communications Applications Conference (SIU), New York, IEEE
dc.identifier.DOI-ID10.1109/SIU49456.2020.9302205
dc.identifier.ORC-ID0000-0001-9387-8952
dc.identifier.categoryOfPublishedMaterialKonferans Öğesi - Ulusal - Kurum Öğretim Elemanı
dc.identifier.indicesScopus (DOI)
dc.identifier.isbn978-1-7281-7207-1
dc.identifier.nameOfPublishedMaterial2020 28th Signal Processing and Communications Applications Conference (SIU)
dc.identifier.urihttps://ieeexplore.ieee.org/document/9302205
dc.identifier.urihttp://akademikarsiv.cbu.edu.tr:4000/handle/123456789/26752
dc.language.isotr
dc.publisherIEEE
dc.rightsaçık erişim (open access)
dc.subjectNatural Language Processing
dc.subjectGenetic Algorithms
dc.subjectExtractive Text Summarizations
dc.subjectDoğal dil işleme
dc.subjectGenetik algoritmalar
dc.subjectSeçilimli otomatik metin özetleme
dc.titleGenetik algoritmalar kullanılarak metinlerde otomatik özet çıkarma
dc.title.alternativeAutomatic summary extraction in texts using genetic algorithms
dc.typeMakale
oaire.citation.endPage4
oaire.citation.startPage1

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