Skip to main content

Applying Data Fusion in a Rational Decision Making with Emotional Regulation

  • Chapter
  • 3965 Accesses

Part of the Lecture Notes in Computer Science book series (LNAI,volume 4850)

Abstract

This paper focuses on designing a goal based rational component of a believable agent which has to interact with facial expressions with humans in communicative scenarios like teaching. One of the main concerns of the proposed model is to define interactions among rationality, personality and emotion in order to fulfill the idea of making rational decisions with emotional regulation. Our research aims are directed towards improving decision making process by means of applying Data Fusion techniques, especially Ordered Weighted Averaging (OWA) operator as a goal selection mechanism. Also the issue of obtaining weights for OWA aggregation is discussed. Finally the suggested algorithm is tested and results are provided with a real benchmark.

Keywords

  • Data Fusion
  • OWA
  • Rationality
  • Artificial Emotions
  • Decision Making

This is a preview of subscription content, access via your institution.

Buying options

Chapter
USD   29.95
Price excludes VAT (USA)
  • DOI: 10.1007/978-3-540-77296-5_29
  • Chapter length: 12 pages
  • Instant PDF download
  • Readable on all devices
  • Own it forever
  • Exclusive offer for individuals only
  • Tax calculation will be finalised during checkout
eBook
USD   84.99
Price excludes VAT (USA)
  • ISBN: 978-3-540-77296-5
  • Instant PDF download
  • Readable on all devices
  • Own it forever
  • Exclusive offer for individuals only
  • Tax calculation will be finalised during checkout
Softcover Book
USD   109.99
Price excludes VAT (USA)

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Abidi, M.A., Gonzalez, R.C.: Data Fusion in robotics and machine intelligence. Academic Press, San Diego (1992)

    MATH  Google Scholar 

  2. Beliakov, G.: How to Build Aggregation Operators from Data. International Journal of Intelligent Systems 18, 903–923 (2003)

    MATH  CrossRef  Google Scholar 

  3. Boutilier, C., Dean, T., Hanks, S.: Decision-theoretic planning: Structural assumptions and computational leverage. Journal of Artificial Intelligence Research 11, 1–94 (1999)

    MATH  MathSciNet  Google Scholar 

  4. Breazeal, C.L.: Emotion and Sociable Humanoid Robots. International Journal of Human-Computer Studies 59, 119–155 (2003)

    CrossRef  Google Scholar 

  5. Camurri, A., Caglio, A.: An Architecture for Emotional Agents. IEEE Multimedia Journal (1998)

    Google Scholar 

  6. Camurri, A., Volpe, G.: A Goal Directed Rational Component for Emotional Agent. Systems, Man, and Cybernetics. In: IEEE SMC 1999 Conference Proceedings, IEEE Computer Society Press, Los Alamitos (1999)

    Google Scholar 

  7. Filev, D.P., Yager, R.R.: Learning OWA Operator Weights From Data. In: Proceedings of the Third IEEE International Conference on Fuzzy Systems, Orlando, pp. 468–473. IEEE Computer Society Press, Los Alamitos (1994)

    CrossRef  Google Scholar 

  8. Filev, D., Yager, R.: On the issue of obtaining OWA operator weights. Fuzzy Set Systems 94, 157–169 (1998)

    CrossRef  MathSciNet  Google Scholar 

  9. Fuller, R., Majlender, P.: An analytic approach for obtaining maximal entropy OWA operator weights. Fuzzy Set Systems 124, 53–57 (2001)

    MATH  CrossRef  MathSciNet  Google Scholar 

  10. Fuller, R., Majlender, P.: On obtaining minimal variability OWA operator weights. Fuzzy Sets and Systems 136(2), 203–215 (2003)

    MATH  CrossRef  MathSciNet  Google Scholar 

  11. Hall, D.L., LLinas, J.: Handbook of Multisensor Data Fusion. CRC Press, Boca Raton (2001)

    Google Scholar 

  12. Millon, T., Lerner, M.J.: Handbook of Psychology. Personality and social psychology 5 (2003)

    Google Scholar 

  13. Sartre, J.P.: Being and Nothingness. Trans. Hazel E. Barnes. Quokka Books, New York (1978)

    Google Scholar 

  14. Scassellati, B.M.: Foundations for a Theory of Mind for a Humanoid Robot. MIT University (2001)

    Google Scholar 

  15. Yager, R.R.: On Ordered Weighted Averaging Operators in Multicriteria Decision Making. IEEE Transaction on Systems, Man and Cybernetics (1988)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and Permissions

Copyright information

© 2007 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Fonooni, B., Moshiri, B., Lucas, C. (2007). Applying Data Fusion in a Rational Decision Making with Emotional Regulation. In: Lungarella, M., Iida, F., Bongard, J., Pfeifer, R. (eds) 50 Years of Artificial Intelligence. Lecture Notes in Computer Science(), vol 4850. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-77296-5_29

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-77296-5_29

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-77295-8

  • Online ISBN: 978-3-540-77296-5

  • eBook Packages: Computer ScienceComputer Science (R0)