TY - GEN
T1 - Integrating personality and mood with agent emotions
AU - Ojha, Suman
AU - Vitale, Jonathan
AU - Raza, Syed Ali
AU - Billingsley, Richard
AU - Williams, Mary-Anne
PY - 2019
Y1 - 2019
N2 - An intelligent agent should be able to show different emotional behaviours in different interaction situations to become believable and establish close relationships with human counterparts. It is widely accepted that personality and mood play an important role in modulating emotions. However, current computational accounts of emotion for intelligent agents do not effectively integrate the notions of personality and mood in the process of emotion generation. Previous attempts that have been made are mostly based on the assumptions of the researcher, rather than on empirical data and scientific validation. In this paper, we present the results of a novel supervised machine learning approach used to train a network of emotions that integrates the factors of personality and mood, which provides a high emotion intensity prediction accuracy.
AB - An intelligent agent should be able to show different emotional behaviours in different interaction situations to become believable and establish close relationships with human counterparts. It is widely accepted that personality and mood play an important role in modulating emotions. However, current computational accounts of emotion for intelligent agents do not effectively integrate the notions of personality and mood in the process of emotion generation. Previous attempts that have been made are mostly based on the assumptions of the researcher, rather than on empirical data and scientific validation. In this paper, we present the results of a novel supervised machine learning approach used to train a network of emotions that integrates the factors of personality and mood, which provides a high emotion intensity prediction accuracy.
UR - http://www.scopus.com/inward/record.url?scp=85077080846&partnerID=8YFLogxK
M3 - Conference proceeding contribution
T3 - Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
SP - 2147
EP - 2149
BT - Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems
PB - Association for Computing Machinery (ACM)
CY - Canada
T2 - 18th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019
Y2 - 13 May 2019 through 17 May 2019
ER -