The big five: Discovering linguistic characteristics that typify distinct personality traits across Yahoo! answers members

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dc.contributor.authorOlivares, N.
dc.contributor.authorVivanco, L.M.
dc.contributor.authorFigueroa, A.
dc.date.accessioned2019-12-13T18:54:22Z
dc.date.available2019-12-13T18:54:22Z
dc.date.issued2018
dc.descriptionIndexación: Scopus.es
dc.descriptionThis work was partially supported by the project FONDECYT “Bridging the Gap between Askers and Answers in Community Question Answering Services” (11130094) funded by the Chilean Government.
dc.description.abstractIn psychology, it is widely believed that there are five big factors that determine the different personality traits: Extraversion, Agreeableness, Conscientiousness and Neuroticism as well as Openness. In the last years, researchers have started to examine how these factors are manifested across several social networks like Facebook and Twitter. However, to the best of our knowledge, other kinds of social networks such as social/informational question-answering communities (e.g., Yahoo! Answers) have been left unexplored. Therefore, this work explores several predictive models to automatically recognize these factors across Yahoo! Answers members. As a means of devising powerful generalizations, these models were combined with assorted linguistic features. Since we do not have access to ask community members to volunteer for taking the personality test, we built a study corpus by conducting a discourse analysis based on deconstructing the test into 112 adjectives. Our results reveal that it is plausible to lessen the dependency upon answered tests and that effective models across distinct factors are sharply different. Also, sentiment analysis and dependency parsing proven to be fundamental to deal with extraversion, agreeableness and conscientiousness. Furthermore, medium and low levels of neuroticism were found to be related to initial stages of depression and anxiety disorders. © 2018 Lithuanian Institute of Philosophy and Sociology. All rights reserved.es
dc.description.urihttps://www.cys.cic.ipn.mx/ojs/index.php/CyS/article/view/2752
dc.identifier.citationComputacion y Sistemas, 22(3), pp. 795-807.es
dc.identifier.issn1405-5546
dc.identifier.otherDOI: 10.13053/CyS-22-3-2752
dc.identifier.urihttp://repositorio.unab.cl/xmlui/handle/ria/11468
dc.language.isoenes
dc.publisherInstituto Politecnico Nacionales
dc.subjectBig fivees
dc.subjectCommunity question answeringes
dc.subjectNatural language processinges
dc.subjectPersonality analysises
dc.subjectUser analysises
dc.titleThe big five: Discovering linguistic characteristics that typify distinct personality traits across Yahoo! answers memberses
dc.typeArtículoes
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