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Moohebat, M.; Raj, R.G.; Kareem, S.B.A.; Thorleuchter, D.: Identifying ISI-indexed articles by their lexical usage : a text analysis approach (2015)
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- Abstract
- This research creates an architecture for investigating the existence of probable lexical divergences between articles, categorized as Institute for Scientific Information (ISI) and non-ISI, and consequently, if such a difference is discovered, to propose the best available classification method. Based on a collection of ISI- and non-ISI-indexed articles in the areas of business and computer science, three classification models are trained. A sensitivity analysis is applied to demonstrate the impact of words in different syntactical forms on the classification decision. The results demonstrate that the lexical domains of ISI and non-ISI articles are distinguishable by machine learning techniques. Our findings indicate that the support vector machine identifies ISI-indexed articles in both disciplines with higher precision than do the Naïve Bayesian and K-Nearest Neighbors techniques.
- Source
- Journal of the Association for Information Science and Technology. 66(2015) no.3, S.501-511
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He, Q.: Knowledge discovery through co-word analysis (1999)
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- Library trends. 48(1999) no.1, S.133-159
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Ahonen, H.: Knowledge discovery in documents by extracting frequent word sequences (1999)
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- Library trends. 48(1999) no.1, S.160-181
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Levin, M.; Krawczyk, S.; Bethard, S.; Jurafsky, D.: Citation-based bootstrapping for large-scale author disambiguation (2012)
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- Journal of the American Society for Information Science and Technology. 63(2012) no.5, S.1030-1047
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Radev, D.R.; Joseph, M.T.; Gibson, B.; Muthukrishnan, P.: ¬A bibliometric and network analysis of the field of computational linguistics (2016)
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- Journal of the Association for Information Science and Technology. 67(2016) no.3, S.683-706
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He, Q.: ¬A study of the strength indexes in co-word analysis (2000)
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- Pages
- S.77-82
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Chen, L.; Fang, H.: ¬An automatic method for ex-tracting innovative ideas based on the Scopus® database (2019)
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- Knowledge organization. 46(2019) no.3, S.171-186
