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dc.contributorMulti-disciplinary Studiesen_US
dc.creatorCheng, Tak-keung-
dc.identifier.urihttps://theses.lib.polyu.edu.hk/handle/200/3573-
dc.languageEnglishen_US
dc.publisherHong Kong Polytechnic University-
dc.rightsAll rights reserveden_US
dc.titleThe book classifier : an automatic classification system for Hong Kong school Libraries based on Dewey Decimal Classification Schemeen_US
dcterms.abstractThe Book Classifier, as the name suggests, is an automatic classification system for Hong Kong school libraries based on Dewey Decimal Classification schedule. Given a book intakes, the system basically makes use of statistical techniques rather than linguistic techniques in the process of automatic text analysis. Firstly, a term extraction process is carried out on the content representatives of the book followed by term reduction. As a result, some class vector is generated for a particular class of books. In order to measure the conformity of a book to the different class vectors, logical overlap coefficient is modified as accorded to the frequency significance of the keyterms. The book is then assigned to the class having the highest coefficient. In order to prevent excessive classification, threshold is suggested to be included in classification rule. It is found that a low threshold will lead to close classification while a high one will lead to broad classification. In our case, the optimum threshold found by comparison technique is about 0.2. In an experiment with our implemented system, it is estimated that over 88% of the books are tested to be classified correctly and the productivity of the automated system is five times that of the manual systems.en_US
dcterms.extentiv, 86 leaves ; 30 cmen_US
dcterms.isPartOfPolyU Electronic Thesesen_US
dcterms.issued1994en_US
dcterms.educationalLevelAll Masteren_US
dcterms.educationalLevelM.Sc.en_US
dcterms.LCSHSchool libraries -- China -- Hong Kong -- Automationen_US
dcterms.LCSHClassification, Dewey decimalen_US
dcterms.LCSHHong Kong Polytechnic -- Dissertationsen_US
dcterms.accessRightsrestricted accessen_US

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Please use this identifier to cite or link to this item: https://theses.lib.polyu.edu.hk/handle/200/3573