Abstract
Formal modelling of emotions in agents is a challenging task. This is mainly due to the absence of a widely accepted theory of emotions as well as the two-way interaction of emotions with mood, perception, personality, communication, etc. In this work, we use the widely accepted dimensional theory of emotions according to which mood is a significant integrated factor for emotional state change and therefore behaviour. The theory is formally modelled as part of a state-based specification which naturally leads towards simulation of multi-agent systems. We demonstrate how moods of individual agents affect the overall behaviour of the crowd in a well-known example, that of the El Farol problem.
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References
Arthur, W.B.: Inductive reasoning and bounded rationality. Am. Econ. Rev. 84(2), 406–411 (1994)
Cornelius, R.: The Science of Emotion: Research and Tradition in the Psychology of Emotion. Prentice Hall, USA (1996)
Costa Jr., P.T., McCrae, R.: Revised NEO Personality Inventory (NEO-PI-R) and NEO Five-Factor Inventory (NEO-FFI) manual (1992)
Ekman, P.: An argument for basic emotions. Cogn. Emot. 6(3/4), 169–200 (1992)
Fix, J., von Scheve, C., Moldt, D.: Emotion-based norm enforcement and maintenance in multi-agent systems: foundations and petri net modeling. In: Proceedings of the 5th International Joint Conference on Autonomous Agents and Multiagent Systems, pp. 105–107. ACM (2006)
Fontaine, J.R., Scherer, K.R., Roesch, E.B., Ellsworth, P.C.: The world of emotions is not two-dimensional. Psychol. Sci. 18(12), 1050–1057 (2007)
Fridja, N.: The psychologists point of view. In: Lewis, M., Haviland-Jones, J., Feldman-Barrett, L. (eds.) Handbook of Emotions, 3rd edn. The Guildford Press, New York (2008)
Jiang, H., Vidal, J.M., Huhns, M.N.: EBDI: an architecture for emotional agents. In: Proceedings of the 6th International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS 2007, pp. 1–3. ACM, New York (2007)
Kefalas, P., Sakellariou, I., Basakos, D., Stamatopoulou, I.: A formal approach to model emotional agents behaviour in disaster management situations. In: Likas, A., Blekas, K., Kalles, D. (eds.) SETN 2014. LNCS, vol. 8445, pp. 237–250. Springer, Heidelberg (2014)
Kefalas, P., Stamatopoulou, I., Basakos, D.: Formal modelling of agents acting under artificial emotions. In: Balkan Conference in Informatics, BCI 2012, Novi Sad, Serbia, 16–20 September 2012, pp. 40–45 (2012)
Marreiros, G., Santos, R., Ramos, C., Neves, J.: Context-aware emotion-based model for group decision making. IEEE Intell. Syst. 25(2), 31–39 (2010)
Nair, R., Tambe, M., Marsella, S.: The role of emotions in multiagent teamwork. Who Needs Emotions (2005)
Ntika, M., Sakellariou, I., Kefalas, P., Stamatopoulou, I.: Experiments with emotion contagion in emergency evacuation simulation. In: Proceedings of the 4th International Conference on Web Intelligence, Mining and Semantics (WIMS 2014), pp. 49:1–49:11 (2014)
Pereira, D., Oliveira, E., Moreira, N., Sarmento, L.: Towards an architecture for emotional BDI agents. In: Proceedings of the Portuguese Conference on Artificial intelligence (EPIA 2005), pp. 40–46, December 2005
Russell, J.: A circumplex model of affect. J. Pers. Soc. Psychol. 39(6), 1161–1178 (1980)
Sakellariou, I., Dranidis, D., Ntika, M., Kefalas, P.: From formal modelling to agent simulation execution and testing. In: Proceedings of the 7th International Conference on Agents and Artificial Intelligence (ICAART 2015), pp. 87–98 (2015)
Santos, R., Marreiros, G., Ramos, C., Neves, J., Bulas-Cruz, J.: Personality, emotion, and mood in agent-based group decision making. IEEE Intell. Syst. 26(6), 58–66 (2011)
Tsai, J., Fridman, N., Bowring, E., Brown, M., Epstein, S., Kaminka, G.A., Marsella, S., Ogden, A., Rika, I., Sheel, A., Taylor, M.E., Wang, X., Zilka, A., Tambe, M.: ESCAPES: evacuation simulation with children, authorities, parents, emotions, and social comparison. In: Sonenberg, L., Stone, P., Tumer, K., Yolum, P. (eds.) AAMAS, pp. 457–464. IFAAMAS (2011)
Watson, P., Clark, L., Tellegen, A.: Development and validation of brief measures of positive and negative affect: the PANAS scales. J. Pers. Soc. Psychol. 54(6), 1063–1070 (1988)
Wilensky, U.: NetLogo (1999). http://ccl.northwestern.edu/netlogo/. Center for Connected Learning and Computer-Based Modeling, Northwestern University, Evanston, IL
Zoumpoulaki, A., Avradinis, N., Vosinakis, S.: A multi-agent simulation framework for emergency evacuations incorporating personality and emotions. In: Konstantopoulos, S., Perantonis, S., Karkaletsis, V., Spyropoulos, C.D., Vouros, G. (eds.) SETN 2010. LNCS, vol. 6040, pp. 423–428. Springer, Heidelberg (2010)
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Kefalas, P., Sakellariou, I., Savvidou, S., Stamatopoulou, I., Ntika, M. (2016). The Role of Mood on Emotional Agents Behaviour. In: Nguyen, NT., Iliadis, L., Manolopoulos, Y., Trawiński, B. (eds) Computational Collective Intelligence. ICCCI 2016. Lecture Notes in Computer Science(), vol 9875. Springer, Cham. https://doi.org/10.1007/978-3-319-45243-2_5
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