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A Proposal for New Evaluation Metrics and Result Visualization Technique for Sentiment Analysis Tasks

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dc.affiliation.dptoUC3M. Departamento de Teoría de la Señal y Comunicacioneses
dc.affiliation.grupoinvUC3M. Grupo de Investigación: Procesado Multimediaes
dc.contributor.authorValverde Albacete, Francisco Josées
dc.contributor.authorCarrillo de Albornoz, Jorgees
dc.contributor.authorPeláez Moreno, Carmenes
dc.date.accessioned2015-09-07T11:09:41Z
dc.date.available2015-09-07T11:09:41Z
dc.date.issued2013
dc.descriptionProceedings of: 4th International Conference of the CLEF Initiative (CLEF 2013). 4th International Conference of the CLEF Initiative (CLEF 2013). Valencia, Spain, September 23-26, 2013.en
dc.description.abstractIn this paper we propound the use of a number of entropybased metrics and a visualization tool for the intrinsic evaluation of Sentiment and Reputation Analysis tasks. We provide a theoretical justification for their use and discuss how they complement other accuracybased metrics. We apply the proposed techniques to the analysis of TASS-SEPLN and RepLab 2012 results and show how the metric is effective for system comparison purposes, for system development and postmortem evaluation.en
dc.description.sponsorshipFJVA and JCdA are supported by EU FP7 project LiMoSINe (contract 288024). CPM has been partially supported by the Spanish Government-Comisión Interministerial de Ciencia y Tecnología project TEC2011-26807 for this paper.en
dc.description.statusPublicadoes
dc.format.extent12
dc.format.mimetypeapplication/pdf
dc.identifier.bibliographicCitationForner, P., et al. (eds.) (2013). Information Access Evaluation. Multilinguality, Multimodality, and Visualization: 4th International Conference of the CLEF Initiative, CLEF 2013, Valencia, Spain, September 23-26, 2013. Proceedings. (pp. 41-52). (Lecture Notes in Computer Science; 8138). Springer Berlin Heidelberg.en
dc.identifier.doi10.1007/978-3-642-40802-1_5
dc.identifier.issn978-3-642-40801-4 (print)
dc.identifier.issn978-3-642-40802-1 (online)
dc.identifier.issn0302-9743 (print)
dc.identifier.issn1611-3349 (online)
dc.identifier.publicationfirstpage41
dc.identifier.publicationlastpage52
dc.identifier.publicationtitleInformation Access Evaluation. Multilinguality, Multimodality, and Visualization : 4th International Conference of the CLEF Initiative, CLEF 2013, Valencia, Spain, September 23-26, 2013. Proceedingsen
dc.identifier.urihttps://hdl.handle.net/10016/21530
dc.identifier.uxxiCC/0000020970
dc.language.isoengen
dc.publisherSpringeren
dc.relation.eventdateSeptember 23-26, 2013en
dc.relation.eventnumber4
dc.relation.eventplaceValencia, Spain.en
dc.relation.eventtitle4th International Conference of the CLEF Initiative (CLEF 2013)en
dc.relation.ispartofseriesLecture Notes in Computer Scienceen
dc.relation.ispartofseries8138
dc.relation.projectIDGobierno de España. TEC2011–26807es
dc.relation.projectIDinfo:eu-repo/grantAgreement/EC/FP7/288024en
dc.relation.publisherversionhttp://dx.doi.org/10.1007/978-3-642-40802-1_5en
dc.rights© 2013 Springer-Verlag Berlin Heidelbergen
dc.rights.accessRightsopen accessen
dc.subject.ecienciaTelecomunicacioneses
dc.subject.otherSentiment Analysisen
dc.subject.otherReputation Analysisen
dc.subject.otherEvaluation Metricsen
dc.subject.otherNormalized Information Transferen
dc.subject.otherEntropy-Modified Accuracyen
dc.titleA Proposal for New Evaluation Metrics and Result Visualization Technique for Sentiment Analysis Tasksen
dc.typeconference paper*
dc.type.hasVersionAM*
dspace.entity.typePublication
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