An Agent Model of Temporal Dynamics in Relapse and Recurrence in Depression

  • Azizi A. Aziz
  • Michel C. A. Klein
  • Jan Treur
Part of the Lecture Notes in Computer Science book series (LNCS, volume 5579)

Abstract

This paper presents a dynamic agent model of recurrences of a depression for an individual. Based on several personal characteristics and a representation of events (i.e. life events or daily hassles) the agent model can simulate whether a human agent that recovered from a depression will fall into a relapse or recurrence. A number of well-known relations between events and the course of depression are summarized from the literature and it is shown that the model exhibits those patterns. In addition, the agent model has been mathematically analyzed to find out which stable situations exist. Finally, it is pointed out how this model can be used in depression therapy, supported by a software agent.

Keywords

Agent Based Modeling Temporal Dynamics Relapse and Recurrent in Depression 

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References

  1. 1.
    Belsher, G., Costello, C.G.: Relapse after Recovery from Unipolar Depression: A Critical Review. Psychological Bulletin 104 (1988)Google Scholar
  2. 2.
    Both, F., Hoogendoorn, M., Klein, M.A., Treur, J.: Formalizing Dynamics of Mood and Depression. In: Ghallab, M., Spyropoulos, C.D., Fakotakis, N., Avouris, N. (eds.) Proc. of the 18th European Conf. on Artificial Intelligence, ECAI 2008, pp. 266–270. IOS Press, Amsterdam (2008)Google Scholar
  3. 3.
    Brilman, E.I., Ormel, J.: Life Events, Difficulties, and Onset of Depressive Episodes in Later Life. Psychological Medicine 31 (2001)Google Scholar
  4. 4.
    Cohen, S., Wills, T.A.: Stress, Social Support, and the Buffering Hypothesis. Psychological Bulletin 98, 310–357 (1985)CrossRefGoogle Scholar
  5. 5.
    Gunthert, K.C., Cohen, L.H., Armeli, S.: The Role of Neuroticism in Daily Stress and Coping. Journal of Personality and Social Psychology 77, 1087–1100 (1999)CrossRefGoogle Scholar
  6. 6.
    Kessler, R.C.: The Effects of Stressful Life Events on Depression. Annual Review of Psychology 48, 191–214 (1997)CrossRefGoogle Scholar
  7. 7.
    Picard, W.R., Vyzas, E., Healey, J.: Towards Machine Emotional Intelligence: Analysis of Affective Physiological State. IEEE Transactions on Pattern Analysis and Machine Intelligence 23(10) (2001)Google Scholar
  8. 8.
    Shahar, G., Joiner, J., Zuroff, D.C., Blatt, S.J.: Personality, Interpersonal Behavior, and Depression: Co-Existence of Stress-Specific Moderating and Mediating Effects. Personality and Individual Differences (36), 1583–1596 (2004)Google Scholar
  9. 9.
    Ormel, J., Wohlfarth, T.: How Neuroticism, Long Term Difficulties, and Life Situation Change Influence Psychological Distress: A Longitudinal Model. Journal of Personality and Social Psychology 60(5), 744–755 (1991)CrossRefGoogle Scholar
  10. 10.
    Monroe, S.M., Harkness, K.L.: Life stress, the kindling hypothesis and the recurrence of depression: consideration from a life stress perspective. Psy. Review 112(2), 417–445 (2005)CrossRefGoogle Scholar
  11. 11.
    Lewinsohn, P.M., Hoberman, H., Teri, L., Hautzinger, M.: An integrative theory of depression. In: Reiss, S., Bootzin, R.R. (eds.) Theoretical Issues in Behavior Therapy, pp. 331–352 (1985)Google Scholar
  12. 12.
    Ingram, R.E., Luxton, D.D.: Vulnerability-Stress Models. In: Abel, J. (ed.) Development of Psychopathology: Stress-Vulnerability Perspectives, New York (2005)Google Scholar
  13. 13.
    Bickmore, T., Gruber, A., Picard, R.: Establishing the Computer-Patient Working Alliance in Automated Health Behavior Change Interventions. Patient Education and Couseling 59(1), 21–30 (2005)CrossRefGoogle Scholar
  14. 14.
    Kessing, L.V., Hansen, M.G., Andersen, P.K., Angst, J.: The predictive effect of episodes on the risk of recurrence in depressive and bipolar disorders - a life-long perspective. Acta Psychiatrica Scandinavica 109, 339–344 (2004)CrossRefGoogle Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2009

Authors and Affiliations

  • Azizi A. Aziz
    • 1
  • Michel C. A. Klein
    • 1
  • Jan Treur
    • 1
  1. 1.Agent Systems Research Group, Department of Artificial IntelligenceVrije Universiteit AmsterdamAmsterdamThe Netherlands

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