Skip to main content

Development of Abstract Categories in Embodied Agents

  • Conference paper
Advances in Artificial Life. Darwin Meets von Neumann (ECAL 2009)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 5777))

Included in the following conference series:

  • 1298 Accesses

Abstract

In this paper we demonstrate how a neuro-robot situated in an environment containing parallelepiped objects that vary in shape, size, and orientation can develop an ability to recognize and label the category of the objects and generalize to new objects. The analysis of the dynamical system constituted by the robot and the environment in interaction allowed us to understand how adapted agents solve the categorization problem at the level of the detailed mechanisms and at the level of the general strategy.

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

Access this chapter

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

Similar content being viewed by others

References

  1. Nolfi, S., Floreano, D.: Evolutionary Robotics: The Biology, Intelligence, and Technology of Self-Organizing Machines. MIT Press/Bradford Books, Cambridge, MA (2000)

    Google Scholar 

  2. Harnad, S.: To Cognize is to Categorize: Cognition is Categorization. In: Cohen, H., Lefebvre, C. (eds.) Handbook of Categorization in Cognitive Science. Elsevier, Amsterdam (2005)

    Google Scholar 

  3. Scheier, C., Pfeifer, R., Kunyioshi, Y.: Embedded neural networks: exploiting constraints. Neural Networks 11(7-8), 1551–1596 (1998)

    Article  Google Scholar 

  4. Nolfi, S., Marocco, D.: Active perception: A sensorimotor account of object categorisation. In: Hallam, B., Floreano, D., Hallam, J., Hayes, G., Meyer, J.-A. (eds.) Proceedings of the 7th Inernational Conference on Simulation of Adaptive Behavior, pp. 266–271. MIT Press, Cambridge (2002)

    Google Scholar 

  5. Beer, R.D.: The dynamics of active categorical perception in an evolved model agent. Adaptive Behavior 11(4), 209–243 (2003)

    Article  Google Scholar 

  6. Nolfi, S.: Categories formation in self-organizing embodied agents. In: Cohen, H., Lefebvre, C. (eds.) Handbook of Categorization in Cognitive Science, pp. 869–889. Elsevier, Amsterdam (2005)

    Chapter  Google Scholar 

  7. Williams, P., Beer, R., Gasser, M.: An embodied dynamical approach to relational categorization. In: Love, B., McRae, K., Sloutsky, V. (eds.) Proceedings of the 30th Annual Conference of the Cognitive Science Society, pp. 223–228. Cognitive Science Society, Inc. (2008)

    Google Scholar 

  8. Mondada, F., Franzi, E., Ienne, P.: Mobile Robot miniaturisation: A tool for investigation in control algorithms. In: Proceedings of the Third International Symposium on Experimental Robotics, Kyoto, Japan (1993)

    Google Scholar 

  9. Studdert-Kennedy, M., Liberman, A.M., Harris, K.S., Cooper, F.S.: Motor theory of speech perception: A reply to Lane’s critical review. Psychological Review 77, 234–249 (1970)

    Article  Google Scholar 

  10. Ehret, G.: Categorical perception of sound signals: Factsand hypotheses from animal studies. In: Harnad, S. (ed.) Categorical Perception: The Groundwork of Cognition, pp. 301–331. Cambridge University Press, Cambridge (1987)

    Google Scholar 

  11. Beer, R.D.: Dynamica Tutorial. Version 1.0. First public release (2008)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Morlino, G., Sterbini, A., Nolfi, S. (2011). Development of Abstract Categories in Embodied Agents. In: Kampis, G., Karsai, I., Szathmáry, E. (eds) Advances in Artificial Life. Darwin Meets von Neumann. ECAL 2009. Lecture Notes in Computer Science(), vol 5777. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21283-3_27

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-21283-3_27

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21282-6

  • Online ISBN: 978-3-642-21283-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics