Dergi makalesi Açık Erişim
Kocabas, Ilker; Dincer, Bekir Taner; Karaoglan, Bahar
{ "@context": "https://schema.org/", "@id": 22341, "@type": "ScholarlyArticle", "creator": [ { "@type": "Person", "affiliation": "Ege Univ, Int Comp Inst, TR-35100 Izmir, Turkey", "name": "Kocabas, Ilker" }, { "@type": "Person", "affiliation": "Mugla Univ, Dept Stat, TR-48100 Mugla, Turkey", "name": "Dincer, Bekir Taner" }, { "@type": "Person", "affiliation": "Ege Univ, Int Comp Inst, TR-35100 Izmir, Turkey", "name": "Karaoglan, Bahar" } ], "datePublished": "2011-01-01", "description": "In this study, we show how Luhn's claim about the degree of importance of a word in a document can be related to information retrieval. His basic idea is transformed into z -scores as the weights of terms for the purpose of modeling terra frequency (If) within documents. The Luhn-based models represented in this paper are considered as the TF component of proposed TF x IDF weighing schemes. Moreover, the final term weighting functions appropriate for the TF x IDF weighting scheme are applied to TREC-6, -7, and -8 databases. The experimental results show relevance to Luhn's claim by having high mean average precision (MAP) for the terms with frequencies around the mean frequency of terms within a document. On the other hand, the weighting, which significantly discriminates the importance between low/high frequencies and medium frequencies, degrades the retrieval performance. Therefore, any weighting scheme (TF) that is directly proportional to If has a probability of high retrieval performance, if this can optimally indicate the difference of the importance regarding tf values and also optimally eliminate the terms that have high frequencies.", "headline": "Investigation of Luhn's claim on information retrieval", "identifier": 22341, "image": "https://aperta.ulakbim.gov.tr/static/img/logo/aperta_logo_with_icon.svg", "license": "http://www.opendefinition.org/licenses/cc-by", "name": "Investigation of Luhn's claim on information retrieval", "url": "https://aperta.ulakbim.gov.tr/record/22341" }
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