Automatic knowledge extraction from manufacturing research publications

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dc.contributor.authorBoonyasopon P.
dc.contributor.authorRiel A.
dc.contributor.authorUys W.
dc.contributor.authorLouw L.
dc.contributor.authorTichkiewitch S.
dc.contributor.authorDu Preez N.
dc.date.accessioned2011-10-13T16:58:22Z
dc.date.available2011-10-13T16:58:22Z
dc.date.issued2011
dc.description.abstractKnowledge mining is a young and rapidly growing discipline aiming at automatically identifying valuable knowledge in digital documents. This paper presents the results of a study of the application of document retrieval and text mining techniques to extract knowledge from CIRP research papers. The target is to find out if and how such tools can help researchers to find relevant publications in a cluster of papers and increase the citation indices their own papers. Two different approaches to automatic topic identification are investigated. One is based on Latent Dirichlet Allocation of a huge document set, the other uses Wikipedia to discover significant words in papers. The study uses a combination of both approaches to propose a new approach to efficient and intelligent knowledge mining. © 2011 CIRP.
dc.description.versionArticle
dc.identifier.citationCIRP Annals - Manufacturing Technology
dc.identifier.citation60
dc.identifier.citation1
dc.identifier.citationhttp://www.scopus.com/inward/record.url?eid=2-s2.0-79957661722&partnerID=40&md5=b74bb5ac0fb99e56851cad3503de5799
dc.identifier.issn78506
dc.identifier.other10.1016/j.cirp.2011.03.043
dc.identifier.urihttp://hdl.handle.net/10019.1/16702
dc.subjectDecision making
dc.subjectDocument retrieval technique
dc.subjectManagement
dc.subjectCitation index
dc.subjectDigital Documents
dc.subjectDocument Retrieval
dc.subjectDocument retrieval technique
dc.subjectKnowledge extraction
dc.subjectKnowledge mining
dc.subjectLatent Dirichlet allocation
dc.subjectManufacturing research
dc.subjectResearch papers
dc.subjectText mining techniques
dc.subjectTopic identification
dc.subjectWikipedia
dc.subjectDecision making
dc.subjectIndustrial research
dc.subjectData mining
dc.titleAutomatic knowledge extraction from manufacturing research publications
dc.typeArticle
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