Skip to main content

A Computational Model on Surprise and Its Effects on Agent Behaviour in Simulated Environments

  • Conference paper

Part of the book series: Advances in Intelligent and Soft Computing ((AINSC,volume 70))

Abstract

Humans and animals react in recognizable ways to surprising events. However, there is a lack of models that generate surprise intensity and its effects on behaviour in a realistic way, leading to impoverished and non-humanlike behaviour of agents in situations where humans would react surprised. To fill in this gap in agent-based modelling, a computational model is developed based on psychological empirical findings and theories from literature with which agents can display surprised behaviour. We tested this model in a simulated historical case from the domain of air combat and evaluated three behavioural properties against these simulated runs. The conclusion is that the model captures aspects of surprised behaviour and thus can help make agents behave more realistic in surprising situations.

This is a preview of subscription content, log in via an institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD   169.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD   219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Learn about institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Bosse, T., Jonker, C.M., Van der Meij, L., Sharpanskykh, A., Treur, J.: Specification and Verification of Dynamics in Agent Models. International Journal of Cooperative Information Systems 18, 167–193 (2009)

    Article  Google Scholar 

  2. Ekman, P., Friesen, W.V.: Unmasking the face. Englewood Cliffs, Prentice-Hall (1975)

    Google Scholar 

  3. Futrell, R.F., et al.: Aces & Aerial Victories The United States Air force in Southeast Asia 1965-1973. The Albert F. Simpson Historical research center Air University (1976)

    Google Scholar 

  4. Gendolla, G.H.E., Koller, M.: Surprise and Motivation of Causal Search: How Are They Affected by Outcome Valence and Importance? Motivation and Emotion 25(4), 327–349 (2001)

    Article  Google Scholar 

  5. Horstmann, G.: Latency and duration of the action interruption in surprise. Cognition and Emotion 20(2), 242–273 (2006)

    Article  Google Scholar 

  6. Isby, D.C.: Fighter Combat in the Jet Age. HarperCollins Publishers, London (1997)

    Google Scholar 

  7. Macedo, L., Cardoso, A., Reisenzein, R.: A surprise-based agent architecture. In: Trappl, R. (ed.) Cybernetics and Systems, vol. 2. Austrian Society for Cybernetics Studies (2006)

    Google Scholar 

  8. Maguire, R., Keane, M.T.: Surprise: Disconfirmed Expectations or Representation-Fit? In: Proceedings of The 28th Annual Conference of the Cognitive Science Society, pp. 1765–1770 (2007)

    Google Scholar 

  9. Mann, L., Tan, C.: The Hassled Decision Maker: The Effects of Perceived Time Pressure on Information Processing in Decision Making. Australian Journal of Management 18, 2 (1993)

    Google Scholar 

  10. Michel, M.L.: Clashes: Air Combat over North Vietnam 1965-1972. US Naval Institute Press (1997)

    Google Scholar 

  11. Niederhauser, G.A.: Defeating surprise? Naval War College Newport, R. I. Report number AD-A279 463 (1994)

    Google Scholar 

  12. Plutchik, R.: Emotions: A general psychoevolutionary theory. In: Scherer, K.R., Ekman, P. (eds.) Approaches to emotion, pp. 197–219. Erlbaum, Hillsdale (1984)

    Google Scholar 

  13. Teigen, K.H., Keren, G.: Surprises: low probabilities or high contrasts? Cognition 87(2), 55–71 (2002) (March 2003)

    Article  Google Scholar 

  14. Scherer, K.R.: Emotion as a multicomponent process: A model and some cross-cultural data. In: Shaver, P. (ed.) Review of personality and social psychology, pp. 37–63. Sage, Beverly Hills (1984)

    Google Scholar 

  15. Stiensmeier-Pelster, J., Martini, A., Reisenzein, R.: The role of surprise in the attribution process. Cognition and Emotion 9, 5–31 (1995)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Merk, RJ. (2010). A Computational Model on Surprise and Its Effects on Agent Behaviour in Simulated Environments. In: Demazeau, Y., Dignum, F., Corchado, J.M., Pérez, J.B. (eds) Advances in Practical Applications of Agents and Multiagent Systems. Advances in Intelligent and Soft Computing, vol 70. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-12384-9_7

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-12384-9_7

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-12383-2

  • Online ISBN: 978-3-642-12384-9

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics