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Designing a mood-mediated multi-level reasoner

2024-07Journal article Restricted access
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dc.contributor.authorGomes, Samuel
dc.contributor.authorRocha, José Bernardo
dc.contributor.authorDias, João
dc.contributor.authorMartinho, Carlos
dc.date.accessioned2024-10-28T10:46:02Z
dc.date.available2024-10-28T10:46:02Z
dc.date.issued2024-07
dc.description.abstractPsychology-oriented research extensively studied how affect influences human decision making. Particularly, the cognitive tuning assumption suggests that mood can serve to regulate between shallow and deliberative decisions - a more negative mood means higher deliberation. This work proposes a model that mimics the cognitive tuning assumption. To that end, the Collective Risk Dilemma (CRD) game For the Planet was designed and created, a process allowing for distinct levels of reasoning was defined and tested in that game, and mood was integrated to control the level of reasoning of such a process. Several distinct Artificial Intelligence (AI) profiles were created to verify that the developed model was able to dynamically change the level of reasoning and adjust the resulting AI behavior in our CRD game. Results revealed that the distinct AI profiles were influenced by their affective states and experienced circumstances, and that the emergent behaviors were consistent with the cognitive tuning assumption, thus demonstrating that we managed to construct an innovative and flexible model that can use mood to dynamically adjust the level of reasoning of an AI agent.eng
dc.identifier.doi10.1109/taffc.2023.3293310
dc.identifier.eissn2371-9850
dc.identifier.issn1949-3045
dc.identifier.urihttp://hdl.handle.net/10400.1/26157
dc.language.isoeng
dc.peerreviewedyes
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)
dc.relationGIMME: Group Interactions Manager for Multiplayer sErious games
dc.relationInstituto de Engenharia de Sistemas e Computadores, Investigação e Desenvolvimento em Lisboa
dc.relationAlgarve Centre for Marine Sciences
dc.relationAlgarve Centre for Marine Sciences
dc.relationCentre for Marine and Environmental Research
dc.relation.ispartofIEEE Transactions on Affective Computing
dc.rights.uriN/A
dc.subjectMood
dc.subjectGames
dc.subjectCognition
dc.subjectAppraisal
dc.subjectDecision making
dc.subjectTuning
dc.subjectComputational modeling
dc.subjectAffective computing
dc.subjectCognitive models
dc.subjectAppraisal processes
dc.subjectMood or core affect
dc.titleDesigning a mood-mediated multi-level reasonereng
dc.typejournal article
dspace.entity.typePublication
oaire.awardTitleGIMME: Group Interactions Manager for Multiplayer sErious games
oaire.awardTitleInstituto de Engenharia de Sistemas e Computadores, Investigação e Desenvolvimento em Lisboa
oaire.awardTitleAlgarve Centre for Marine Sciences
oaire.awardTitleAlgarve Centre for Marine Sciences
oaire.awardTitleCentre for Marine and Environmental Research
oaire.awardURIinfo:eu-repo/grantAgreement/FCT//SFRH%2FBD%2F143460%2F2019/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F50021%2F2020/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F04326%2F2020/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDP%2F04326%2F2020/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/LA%2FP%2F0101%2F2020/PT
oaire.citation.issue3
oaire.citation.titleIEEE Transactions on Affective Computing
oaire.citation.volume15
oaire.fundingStream6817 - DCRRNI ID
oaire.fundingStream6817 - DCRRNI ID
oaire.fundingStream6817 - DCRRNI ID
oaire.fundingStream6817 - DCRRNI ID
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85
person.familyNameDias
person.givenNameJoão
person.identifier.ciencia-id541C-36A9-F1A0
person.identifier.orcid0000-0002-1653-1821
project.funder.identifierhttp://doi.org/10.13039/501100001871
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project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
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