DC FieldValueLanguage
dc.contributor.authorTriantafyllou, Ioannis-
dc.contributor.authorKoulouris, Alexandros-
dc.contributor.authorVorgia, Froso-
dc.date.accessioned2023-10-13T18:44:15Z-
dc.date.available2023-10-13T18:44:15Z-
dc.date.issued2017-
dc.identifier.isbn9783319338637-
dc.identifier.issn21987254-
dc.identifier.issn21987246-
dc.identifier.other85095111001-
dc.identifier.urihttps://uniwacris.uniwa.gr/handle/3000/325-
dc.description.abstractThe purpose of this paper is to investigate the application of text classification in Hypatia, the digital library of Technological Educational Institute of Athens, in order to provide an automated classification tool as an alternative to manual assignments. The crucial point in text classification is the selection of the most important term-words for document representation. Classic weighting method TF.IDF was investigated. Our document collection consists of 718 abstracts in Medicine, Tourism and Food Technology. Classification was conducted utilizing 14 classifiers available on WEKA. Classification process yielded an excellent ~97 % precision score.en_US
dc.language.isoenen_US
dc.publisherSpringer International Publishing Switzerlanden_US
dc.relation.ispartofStrategic Innovative Marketingen_US
dc.relation.ispartofseriesSpringer Proceedings in Business and Economicsen_US
dc.subjectDigital librariesen_US
dc.subjectText classificationen_US
dc.subjectWEKAen_US
dc.subjectWord stemmingen_US
dc.titleHypatia Digital Library: A Text Classification Approach Based on Abstractsen_US
dc.typeConference Paperen_US
dc.identifier.doi10.1007/978-3-319-33865-1_89en_US
dc.identifier.scopus2-s2.0-85095111001-
dc.relation.deptDepartment of Archival, Library and Information Studiesen_US
dc.relation.facultySchool of Administrative, Economics and Social Sciencesen_US
dc.identifier.spage727en_US
dc.identifier.epage733en_US
dc.collaborationUniversity of West Attica (UNIWA)en_US
dc.subject.fieldSocial Sciencesen_US
dc.journalsSubscriptionen_US
dc.publicationPeer Revieweden_US
dc.countryGreeceen_US
item.cerifentitytypePublications-
item.languageiso639-1en-
item.openairetypeConference Paper-
item.openairecristypehttp://purl.org/coar/resource_type/c_18cf-
item.fulltextNo Fulltext-
item.grantfulltextnone-
crisitem.author.deptDepartment of Archival, Library and Information Studies-
crisitem.author.deptDepartment of Archival, Library and Information Studies-
crisitem.author.facultySchool of Administrative, Economics and Social Sciences-
crisitem.author.facultySchool of Administrative, Economics and Social Sciences-
crisitem.author.orcid0000-0001-5273-0855-
crisitem.author.orcid0000-0002-4011-2678-
crisitem.author.parentorgSchool of Administrative, Economics and Social Sciences-
crisitem.author.parentorgSchool of Administrative, Economics and Social Sciences-
Appears in Collections:Book Chapter / Κεφάλαιο Βιβλίου
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