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Computational affective knowledge representation for agents located in a multicultural environment
Valencian Research Institute for Artificial Intelligence (VRAIN), Universitat Politècnica de València, Valencia, Spain.
Umeå universitet, Teknisk-naturvetenskapliga fakulteten, Institutionen för datavetenskap.ORCID-id: 0000-0001-9379-4281
ALGORITMI Centre, University of Minho, Braga, Portugal.
Valencian Research Institute for Artificial Intelligence (VRAIN), Universitat Politècnica de València, Valencia, Spain.
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2024 (Engelska)Ingår i: Human-centric Computing and Information Sciences, E-ISSN 2192-1962, Vol. 14, artikel-id 30Artikel i tidskrift (Refereegranskat) Published
Abstract [en]

In this paper, we propose a new computational model for affective knowledge representation that will be used for affective agents located in a multicultural environment. To this end, we present the results of two experiments, the first of which determines the most appropriate labels to define the pleasure-arousal dimensions in the culture and language of the agent's location. As an example, we use the Portuguese and Swedish languages. The second experiment identifies the most suitable values of pleasure-arousal dimensions for each emotion expressed in these example languages. The results obtained are compared with a previous model developed for agents interacting with European Spanish-speaking people. Results show significant differences in the values of pleasure and arousal associated with emotions across languages and cultures. The results also show no significant differences in gender or age when associating levels of pleasure-arousal to emotions. We propose two applications of these representation models, such as a model of an agent capable of adapting its affective behavior to different cultural environments and a human-aware planning scenario in which the agent uses this dimensional representation to recognize the user's affective state and select the best strategy to redirect that affective state to the target state.

Ort, förlag, år, upplaga, sidor
Korea Computer Industry Association (KCIA) , 2024. Vol. 14, artikel-id 30
Nyckelord [en]
Affective Computing, Human Emotion Modeling, Human-Machine Interaction, Affective Agents, Emotion Representation, Cross-Cultural Emotion Representation
Nationell ämneskategori
Datorsystem
Forskningsämne
datalogi
Identifikatorer
URN: urn:nbn:se:umu:diva-227803DOI: 10.22967/HCIS.2024.14.030ISI: 001206297900001Scopus ID: 2-s2.0-85202292328OAI: oai:DiVA.org:umu-227803DiVA, id: diva2:1883434
Forskningsfinansiär
EU, Horisont 2020, 952215Tillgänglig från: 2024-07-10 Skapad: 2024-07-10 Senast uppdaterad: 2024-09-03Bibliografiskt granskad

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Brännström, AndreasNieves, Juan Carlos

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