Folksonomy-based tag recommendation for collaborative tagging systems
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- dc.contributor.author Font Corbera, Fredericca
- dc.contributor.author Serrà Julià, Joanca
- dc.contributor.author Serra, Xavierca
- dc.date.accessioned 2018-07-16T08:43:54Z
- dc.date.available 2018-07-16T08:43:54Z
- dc.date.issued 2013
- dc.description.abstract Collaborative tagging has emerged as a common solution for labelling and organising online digital content. However, collaborative tagging systems typically suffer from a number of issues such as tag scarcity or ambiguous labelling. As a result, the organisation and browsing of tagged content is far from being optimal. In this work the authors present a general scheme for building a folksonomy-based tag recommendation system to help users tagging online content resources. Based on this general scheme, the authorse describe eight tag recommendation methods and extensively evaluate them with data coming from two real-world large-scale datasets of tagged images and sound clips. Their results show that the proposed methods can effectively recommend relevant tags, given a set of input tags and tag co-occurrence information. Moreover, the authors show how novel strategies for selecting the appropriate number of tags to be recommended can significantly improve methods performances. Approaches such as the one presented here can be useful to obtain more comprehensive and coherent descriptions of tagged resources, thus allowing a better organisation, browsing and reuse of online content. Moreover, they can increase the value of folksonomies as reliable sources for knowledge-mining.en
- dc.description.sponsorship This work is partially supported under BES2010-037309 FPI grant from the Spanish Ministry of Science and Innovation for the TIN2009-14247-C02-01 DRIMS project. JS acknowledges 2009-SGR-1434 from Generalitat de Catalunya, JAEDOC069/2010 from Consejo Superior de Investigaciones Cientificas, and FP7-ICT-2011-8-318770 from the European Commission.
- dc.format.mimetype application/pdf
- dc.identifier.citation Font F, Serrà J, Serra X. Folksonomy-based tag recommendation for collaborative tagging systems. Int J Semant Web Inf Syst. 2013;9(2):1-30. DOI: 10.4018/jswis.2013040101
- dc.identifier.doi http://dx.doi.org/10.4018/jswis.2013040101
- dc.identifier.issn 1552-6283
- dc.identifier.uri http://hdl.handle.net/10230/35166
- dc.language.iso eng
- dc.publisher IGI Globalca
- dc.relation.ispartof International Journal on Semantic Web and Information Systems. 2013;9(2):1-30.
- dc.relation.projectID info:eu-repo/grantAgreement/ES/3PN/TIN2009-14247-C02-01
- dc.relation.projectID info:eu-repo/grantAgreement/EC/FP7/318770
- dc.rights © IGI Global https://www.igi-global.com/gateway/article/94597
- dc.rights.accessRights info:eu-repo/semantics/openAccess
- dc.subject.keyword Collaborative taggingen
- dc.subject.keyword Folksonomiesen
- dc.subject.keyword Intelligent systemen
- dc.subject.keyword Online digital contenten
- dc.subject.keyword Recommendation systemen
- dc.title Folksonomy-based tag recommendation for collaborative tagging systemsca
- dc.type info:eu-repo/semantics/article
- dc.type.version info:eu-repo/semantics/publishedVersion