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IMPROVING THE AFFECTIVE ANALYSIS IN TEXTS AUTOMATIC METHOD TO DETECT AFFECTIVE INTENSITY IN LEXICONS BASED ON PLUTCHIK'S WHEEL OF EMOTIONS

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dc.creatorCARLOS JOSÉ MOLINA BELTRÁN
dc.creatorCLEMENTE RUBIO MANZANO
dc.creatorALEJANDRA ANDREA SEGURA NAVARRETE
dc.creatorCHRISTIAN LAUTARO VIDAL CASTRO
dc.date2019
dc.date.accessioned2025-01-10T15:06:58Z
dc.date.available2025-01-10T15:06:58Z
dc.date.issued2019
dc.description.abstractTHIS PAPER AIMS TO PROPOSE A METHOD FOR AUTOMATICALLY LABELLING AN AFFECTIVE LEXICON WITH INTENSITY VALUES BY USING THE WORDNET SIMILARITY (WS) SOFTWARE PACKAGE WITH THE PURPOSE OF IMPROVING THE RESULTS OF AN AFFECTIVE ANALYSIS PROCESS, WHICH IS RELEVANT TO INTERPRETING THE TEXTUAL INFORMATION THAT IS AVAILABLE IN SOCIAL NETWORKS. THE HYPOTHESIS STATES THAT IT IS POSSIBLE TO IMPROVE AFFECTIVE ANALYSIS BY USING A LEXICON THAT IS ENRICHED WITH THE INTENSITY VALUES OBTAINED FROM SIMILARITY METRICS. ENCOURAGING RESULTS WERE OBTAINED WHEN AN AFFECTIVE ANALYSIS BASED ON A LABELLED LEXICON WAS COMPARED WITH THAT BASED ON ANOTHER LEXICON WITHOUT INTENSITY VALUES. DESIGN/METHODOLOGY/APPROACH THE AUTHORS PROPOSE A METHOD FOR THE AUTOMATIC EXTRACTION OF THE AFFECTIVE INTENSITY VALUES OF WORDS USING THE SIMILARITY METRICS IMPLEMENTED IN WS. FIRST, THE INTENSITY VALUES WERE CALCULATED FOR WORDS HAVING AN AFFECTIVE ROOT IN WORDNET. THEN, TO EVALUATE THE EFFECTIVENESS OF THE PROPOSAL, THE RESULTS OF THE AFFECTIVE ANALYSIS BASED ON A LABELLED LEXICON WERE COMPARED TO THE RESULTS OF AN ANALYSIS WITH AND WITHOUT AFFECTIVE INTENSITY VALUES.
dc.formatapplication/pdf
dc.identifier.doi10.1108/EL-11-2018-0219
dc.identifier.issn1758-616X
dc.identifier.issn0264-0473
dc.identifier.urihttps://repositorio.ubiobio.cl/handle/123456789/10493
dc.languagespa
dc.publisherELECTRONIC LIBRARY
dc.relation.uri10.1108/EL-11-2018-0219
dc.rightsPUBLICADA
dc.titleIMPROVING THE AFFECTIVE ANALYSIS IN TEXTS AUTOMATIC METHOD TO DETECT AFFECTIVE INTENSITY IN LEXICONS BASED ON PLUTCHIK'S WHEEL OF EMOTIONS
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.Otra ReparticionDEPARTAMENTO DE SISTEMAS DE INFORMACION
ubb.SedeCONCEPCIÓN
ubb.SedeCONCEPCIÓN
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