Auto-indexing Arabic texts based on association rule data mining. (c2015)

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dc.contributor.author Rouba G. Nasrallah
dc.date.accessioned 2015-09-30T09:30:02Z
dc.date.available 2015-09-30T09:30:02Z
dc.date.copyright 2015 en_US
dc.date.issued 2015-09-30
dc.date.submitted 2015-03-20
dc.identifier.uri http://hdl.handle.net/10725/2219
dc.description.abstract In this work, we propose a new model to enhance auto-indexing Arabic texts. Our model denotes extracting new relevant words by relating those chosen by the previous classical methods, to new words using data mining rules. The model uses the Apriori Algorithm - an association rule algorithm for extracting frequent sets containing related items - to extract relations between words in the texts to be indexed with words from texts that belong to the same category. These associations of words extracted are illustrated as sets of words that appear frequently together. Our results show significant improvement in terms of accuracy, efficiency and reliability when compared to previous works. en_US
dc.language.iso en en_US
dc.subject Indexing en_US
dc.subject Automatic indexing en_US
dc.subject Association rule mining en_US
dc.subject Computer algorithms en_US
dc.subject Dissertations, Academic en_US
dc.subject Lebanese American University -- Dissertations en_US
dc.title Auto-indexing Arabic texts based on association rule data mining. (c2015) en_US
dc.type Thesis en_US
dc.term.submitted Fall en_US
dc.author.degree MS in Computer Science en_US
dc.author.school SAS en_US
dc.author.idnumber 201104357 en_US
dc.author.commembers Touma, Rony
dc.author.commembers Kouatli, Issam
dc.author.woa OA en_US
dc.author.department Computer Science en_US
dc.description.embargo N/A en_US
dc.description.physdesc 1 hard copy + 1 CD-ROM (4 3/4 in.): ix, 56 leaves; 30 cm. available at RNL. en_US
dc.author.advisor Haraty, Ramzi A.
dc.keywords Arabic texts en_US
dc.keywords Auto-Indexing en_US
dc.keywords Rule based Data Mining en_US
dc.keywords Apriori en_US
dc.keywords Frequent Sets en_US
dc.keywords Pre-requisite en_US
dc.description.bibliographiccitations Includes bibliographical references (leaves 47-49). en_US
dc.identifier.doi https://doi.org/10.26756/th.2015.22 en_US
dc.publisher.institution Lebanese American University en_US

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