Adaptive intelligent autonomous system using artificial somatic markers and Big Five personality traits

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datacite.alternateIdentifier.citationKnowledge-Based Systems, 249, 2022
datacite.alternateIdentifier.doi10.1016/j.knosys.2022.108995
datacite.alternateIdentifier.issn0950-7051
datacite.creatorCabrera-Paniagua, Daniel
datacite.creatorRubilar-Torrealba, Rolando
datacite.date2022
datacite.rightsRegistro bibliográfico
datacite.subjectAdaptive Intelligent Autonomous System
datacite.subjectArtificial Somatic Marker
datacite.subjectBig Five Personality Traits
datacite.subjectDecision-making
datacite.subjectAdaptive Intelligent Autonomous System
datacite.subjectArtificial Somatic Marker
datacite.subjectBig Five
datacite.subjectBig Five Personality Trait
datacite.subjectDecision Strategy
datacite.subjectDecision-making Process
datacite.subjectDecisions Makings
datacite.subjectHuman Intervention
datacite.subjectIntelligent Autonomous Systems
datacite.subjectPersonality Traits
datacite.subjectDecision Making
datacite.titleAdaptive intelligent autonomous system using artificial somatic markers and Big Five personality traits
dc.description.abstractThis work presents the design of an adaptive, intelligent, autonomous system based on the use of artificial somatic markers and personality traits of the Big Five model. The aim is for the system to be capable of performing decision-making processes autonomously without human intervention, adapting its decision strategy according to the domain conditions and obtained results. For this, the system permanently has one of the five different personality profiles of the Big Five model, and the ability to adapt its personality profile in real time based on artificial somatic activation, that is, to the reactions experienced by the system in the face of perceived stimuli during the autonomous decision-making process. The novelties of this work include the following: design of a general operational framework of an adaptive, intelligent, autonomous system, which integrates domain indicators, artificial somatic markers, personality profiles, domain profiles, and business rules; design of a somatic index function; design of a scheme for the translation of artificial somatic reactions to personality profiles of the Big Five model; and definition of a case study based on stock markets. The promising results show that the system achieves effectiveness and efficiency from the decisions made. © 2022 Elsevier B.V., All rights reserved.
dc.description.ia_keywordsystem, somatic, personality, artificial, five, design, autonomous
dc.identifier.urihttps://repositoriodigital.uct.cl/handle/10925/4604
dc.language.isoen
dc.publisherElsevier BV
dc.relationinstname: ANID
dc.relationreponame: Repositorio Digital RI2.0
dc.rights.driverinfo:eu-repo/semantics/openAccess
dc.sourceKnowledge-Based Systems
dc.subject.ia_odsODS 8: Trabajo decente y crecimiento económico
dc.subject.ia_oecd1nCiencias Sociales
dc.subject.ia_oecd2nEconomía y Negocios
dc.subject.ia_oecd3nNegocios y Gestión
dc.type.driverinfo:eu-repo/semantics/article
dc.type.driverhttp://purl.org/coar/resource_type/c_2df8fbb1
dc.type.openaireinfo:eu-repo/semantics/publishedVersion
dspace.entity.typePublication
oaire.citationEdition2022
oaire.citationTitleKnowledge-Based Systems
oaire.citationVolume249
oaire.fundingReferenceANID FONDECYT INICIACIÓN 11190370
oaire.licenseConditionCopyright © Elsevier Ltd, 2023
oaire.resourceTypeArtículo
oaire.resourceType.enArticle
uct.catalogadorjvu
uct.comunidadCiencias Socialesen_US
uct.departamentoDepartamento de Ciencias Económicas y Administrativas
uct.facultadFacultad de Ciencias Jurídicas, Económicas y Administrativas
uct.indizacionScience Citation Index Expanded - SCIE
uct.indizacionScopus
uct.indizacionEi Compendex
uct.indizacionINSPEC
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