An Additive FAHP Based Sentence Score Function for Text Summarization

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dc.authorwosidGüran, Aysun/AEK-6151-2022
dc.contributor.authorGuran, Aysun
dc.contributor.authorUysal, Mitat
dc.contributor.authorEkinci, Yeliz
dc.contributor.authorGuran, Celal Barkan
dc.date.accessioned2024-07-18T20:50:47Z
dc.date.available2024-07-18T20:50:47Z
dc.date.issued2017
dc.departmentİstanbul Bilgi Üniversitesien_US
dc.description.abstractThis study proposes a novel additive Fuzzy Analytical Hierarchy Process (FAHP) based sentence score function for Automatic Text Summarization (ATS), which is a method to handle growing amounts of textual data. ATS aims to reduce the size of a text while covering the important points in the text. For this aim, this study uses some sentence features, combines these features by an additive score function using some specific weights and produces a sentence score function. The weights of the features are determined by FAHP - specifically Fuzzy Extend Analysis (FEA), which allows the human involvement in the process, uses pair-wise comparisons, addresses uncertainty and allows a hierarchy composed of main features and sub-features. The sentences are ranked according to their score function values and the highest scored sentences are extracted to create summary documents. Performance evaluation is based on the sentence coverage among the summaries generated by human and the proposed method. In order to see the performance of the proposed system, two different Turkish datasets are used and as a performance measure, the F-measure is used. The proposed method is compared with a heuristic algorithm, namely Genetic Algorithm (GA). Resulting performance improvements show that the proposed model will be useful for both researchers and practitioners working in this research area.en_US
dc.identifier.doi10.5755/j01.itc.46.1.13051
dc.identifier.endpage69en_US
dc.identifier.issn1392-124X
dc.identifier.issue1en_US
dc.identifier.scopus2-s2.0-85017132731en_US
dc.identifier.scopusqualityQ3en_US
dc.identifier.startpage53en_US
dc.identifier.urihttps://doi.org/10.5755/j01.itc.46.1.13051
dc.identifier.urihttps://hdl.handle.net/11411/8240
dc.identifier.volume46en_US
dc.identifier.wosWOS:000399234500004en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherKaunas Univ Technologyen_US
dc.relation.ispartofInformation Technology and Controlen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectText Summarizationen_US
dc.subjectFuzzy Analytical Hierarchy Processen_US
dc.subjectSentence Score Functionen_US
dc.titleAn Additive FAHP Based Sentence Score Function for Text Summarizationen_US
dc.typeArticleen_US

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