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A NOVEL APPROACH TO THE CREATION OF A LABELLING LEXICON FOR IMPROVING EMOTION ANALYSIS IN TEXT

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dc.creatorCLEMENTE RUBIO MANZANO
dc.creatorALEJANDRA ANDREA SEGURA NAVARRETE
dc.creatorCHRISTIAN LAUTARO VIDAL CASTRO
dc.date2021
dc.date.accessioned2025-01-10T15:21:42Z
dc.date.available2025-01-10T15:21:42Z
dc.date.issued2021
dc.description.abstractPURPOSE:THIS PAPER AIMS TO DESCRIBE THE PROCESS USED TO CREATE AN EMOTION LEXICON ENRICHED WITH THE EMOTIONAL INTENSITY OF WORDS AND FOCUSES ON IMPROVING THE EMOTION ANALYSIS PROCESS IN TEXTS. DESIGN/METHODOLOGY/APPROACH ? THE PROCESS INCLUDES SETTING, PREPARATION AND LABELLING STAGES. IN THE FIRST STAGE, A LEXICON IS SELECTED. IT MUST INCLUDE A TRANSLATION TO THE TARGET LANGUAGE AND LABELLING ACCORDING TO PLUTCHIK?S EIGHT EMOTIONS. THE SECOND STAGE STARTS WITH THE VALIDATION OF THE TRANSLATIONS. THEN, IT IS EXPANDED WITH THE SYNONYMS OF THE EMOTION SYNSETS OF EACH WORD. IN THE LABELLING STAGE, THE SIMILARITY OF WORDS IS CALCULATED AND DISPLAYED USING WORDNET SIMILARITY. FINDINGS ? THE AUTHORS? APPROACH SHOWS BETTER PERFORMANCE TO IDENTIFICATION OF THE PREDOMINANT EMOTION FOR THE SELECTED CORPUS. THE MOST RELEVANT IS THE IMPROVEMENT OBTAINED IN THE RESULTS OF THE EMOTION ANALYSIS IN A HYBRID APPROACH COMPARED TO THE RESULTS OBTAINED IN A PURIST APPROACH. RESEARCH LIMITATIONS/IMPLICATIONS ? THE PROPOSED LEXICON CAN STILL BE ENRICHED BY INCORPORATING ELEMENTS SUCH AS EMOJIS, IDIOMS AND COLLOQUIAL EXPRESSIONS. PRACTICAL IMPLICATIONS ? THIS WORK IS PART OF A RESEARCH PROJECT THAT AIDS IN SOLVING PROBLEMS IN A DIGITAL SOCIETY, SUCH AS DETECTING CYBERBULLYING, ABUSIVE LANGUAGE AND GENDER VIOLENCE IN TEXTS OR EXERCISING PARENTAL CONTROL. DETECTION OF DEPRESSIVE STATES IN YOUNG PEOPLE AND CHILDREN IS ADDED. ORIGINALITY/VALUE ? THIS SEMI-AUTOMATIC PROCESS CAN BE APPLIED TO ANY LANGUAGE TO GENERATE AN EMOTION LEXICON. THIS RESOURCE WILL BE AVAILABLE IN A SOFTWARE TOOL THAT IMPLEMENTS A CROWDSOURCING STRATEGY ALLOWING THE INTENSITY TO BE RE-LABELLED AND NEW WORDS TO BE AUTOMATICALLY INCORPORATED INTO THE LEXICON.
dc.formatapplication/pdf
dc.identifier.doi10.1108/EL-04-2020-0110
dc.identifier.issn1758-616X
dc.identifier.issn0264-0473
dc.identifier.urihttps://repositorio.ubiobio.cl/handle/123456789/11650
dc.languagespa
dc.publisherELECTRONIC LIBRARY
dc.relation.uri10.1108/EL-04-2020-0110
dc.rightsPUBLICADA
dc.titleA NOVEL APPROACH TO THE CREATION OF A LABELLING LEXICON FOR IMPROVING EMOTION ANALYSIS IN TEXT
dc.title.alternativeUN ENFOQUE NOVEDOSO PARA LA CREACIÓN DE UN LÉXICO DE ETIQUETAS PARA MEJORAR EL ANÁLISIS DE LAS EMOCIONES EN EL TEXTO
dc.typeARTÍCULO
dspace.entity.typePublication
ubb.EstadoPUBLICADA
ubb.Otra ReparticionDEPARTAMENTO DE SISTEMAS DE INFORMACION
ubb.Otra ReparticionDEPARTAMENTO DE SISTEMAS DE INFORMACION
ubb.Otra ReparticionDEPARTAMENTO DE SISTEMAS DE INFORMACION
ubb.SedeCONCEPCIÓN
ubb.SedeCONCEPCIÓN
ubb.SedeCONCEPCIÓN
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