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Evolving Emotion Recognition Module for Intelligent Agent

  • Rahadian YusufEmail author
  • Ivan Tanev
  • Katsunori Shimohara
Part of the Proceedings in Adaptation, Learning and Optimization book series (PALO, volume 2)

Abstract

An emotion recognition module is crucial in designing a computer agent that is capable of interacting with emotional expressions. Under-standing user’s current emotion can be achieved by several methods, but current researches are either using still images, or sensors that are not pervasive. Usual approach is using a generalized classifier to recognize pattern of emotion features captured by sensors. Unlike most researches, this research focuses on pervasive sensors and a single user, using evolution algorithm. This research also discusses about the classifier evolutions using Genetic Programming, and comparing several directed evolutions in evolving the emotion recognition module.

Keywords

Emotion Computer Agent Evolutionary Algorithm Genetic Programming 

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References

  1. 1.
    Yusuf, R., Wang, S., Tanev, I., Shimohara, K.: Designing Evolving Computer Agent Capable of Emotion Recognition and Expression. In: AAAI Spring Symposium, Palo Alto, California (2014)Google Scholar
  2. 2.
    Pentland, A.: Honest Signals. MIT Press (2008)Google Scholar
  3. 3.
    Ekman, P.: Emotions Revealed. Times Books (2003)Google Scholar
  4. 4.
    Picard, R.W.: Affective Computing. MIT Media Laboratory Perceptual Computing Section Technical Report no. 321Google Scholar
  5. 5.
    Picard, R.W.: Affective Computing: From Laughter to IEEE. IEEE Transactions on Affective Computing 1(1) (2010)Google Scholar
  6. 6.
    Ledoux, J.: The Emotional Brain. Touchstone (1996)Google Scholar
  7. 7.
    Alfaro-Cid, E., Sharman, K., Espercia-Alcazar, A.I.: Evolving a Learning Machine by Genetic Programming. In: IEEE Congress on Evolutionary Computation, Canada (2006)Google Scholar
  8. 8.
    Sun, Y., Li, Z., Tang, C.: An Evolving Neural Network for Authentic Emotion Classification. In: Fifth International Conference on Natural Computation (2009)Google Scholar
  9. 9.
    Takahashi, K.: Remarks on Computational Emotion Recognition from Vital Information. In: 6th International Symposium on Image and Signal Processing and Analysis (2009)Google Scholar

Copyright information

© Springer International Publishing Switzerland 2015

Authors and Affiliations

  • Rahadian Yusuf
    • 1
    Email author
  • Ivan Tanev
    • 1
  • Katsunori Shimohara
    • 1
  1. 1.Doshisha UniversityKyotoJapan

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