Skip to main content

An Information Market for Multi-agent Decision Making: Observations from a Human Experiment

  • Conference paper
Knowledge-Based Intelligent Information and Engineering Systems (KES 2003)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 2774))

Abstract

Intelligent decision support systems increasingly embrace agent-based mechanisms to cope with decentralized decision problems. In this paper, we focus on the economic market model commonly used as a blueprint for the design of autonomous multi-agent systems. We present an experimental information market in which the human traders have only limited information. We analyze the traders’ private preferences and their actual behavior in the market as they exchange and acquire information. We observe that while the traders’ individual preferences show a consistent deliberative pattern throughout the market experiment, their actual decision behavior in the market appears to be reactively driven by the decisions of the other traders. These observations from human traders may have important implications for the design of market-oriented multi-agent systems to address decision problems characterized by incomplete information.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
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

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Arrow, K.J.: Social Choice and Individual Values. Wiley, New York (1951)

    Google Scholar 

  2. Bakos, Y.: The Emerging Role of Electronic Marketplaces. Communications of the ACM 41(8), 35–42 (1998)

    Article  Google Scholar 

  3. Boutilier, C., Shoham, Y., Wellman, M.P.: Economic principles of multiagent systems. Journal of Artificial Intelligence 94 (1-2), 1–6 (1997)

    Article  Google Scholar 

  4. Faratin, P., Sierra, C.: Negotiation Decision Functions for Autonomous Agents. Int. Journal of Robotics and Autonomous Systems 24(3-4), 159–182 (1998)

    Article  Google Scholar 

  5. Faratin, P., Van de Walle, B.: Agent preference relations: strict, equivalents and incomparables. In: Proceedings of the first International Joint Conference on Autonomous Agents and Multi-Agent Systems AAMAS 2002, pp. 1317–1324 (2002)

    Google Scholar 

  6. Forsythe, R., Nelson, F., Neumann, G.R., Wright, J.: Anatomy of an experimental political stock market. The American Economic Review 82(5), 1142–1161 (1992)

    Google Scholar 

  7. Gigerenzer, G., Selten, R.: Bounded rationality – the adaptive toolbox. The MIT Press, Cambridge (2001)

    Google Scholar 

  8. Hanson, R.: Decision markets. IEEE Intelligent Systems 14(3), 16–19 (1999)

    Article  Google Scholar 

  9. Jennings, N.R., Faratin, P., Lomuscio, A.R., Parsons, S., Sierra, C., Wooldridge, M.: Automated Negotiation: Prospects, Methods and Challenges. Int. Journal of Group Decision and Negotiation 10(2), 199–215 (2001)

    Article  Google Scholar 

  10. Pennock, D., Lawrence, S., Giles, C., Nielsen, F.: The power of play: efficient and forecast accuracy in web market games. Science 291, 987–988 (2001) (letters)

    Google Scholar 

  11. Plott, C.R., Chen, K.-Y.: Information aggregation mechanisms: concept, design and implementation for a sales forecasting problem. In: California Institute of Technology Social Science Working Paper 1131 (March 2002)

    Google Scholar 

  12. Van de Walle, B., Heitsch, S., Faratin, P.: Coping with one-to-many multicriteria negotiations in an electronic marketplace. In: Proceedings of the eNegotiations Workshop at the 17th International Database and Expert Systems Applications Workshop DEXIA (2001), pp. 747–751 (2001)

    Google Scholar 

  13. Wellman, M.P.: A market-oriented programming environment and its application to distributed multicommodity flow problems. Journal of Artificial Intelligence Research, 1–23 (1993)

    Google Scholar 

  14. Ygge, F., Akkermans, H.: Decentralized Market versus Direct Control: A Comparative Study. Journal of Artificial Intelligence Research 11, 301–333 (1999)

    MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2003 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Van de Walle, B., Moldovan, M. (2003). An Information Market for Multi-agent Decision Making: Observations from a Human Experiment. In: Palade, V., Howlett, R.J., Jain, L. (eds) Knowledge-Based Intelligent Information and Engineering Systems. KES 2003. Lecture Notes in Computer Science(), vol 2774. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-45226-3_10

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-45226-3_10

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-40804-8

  • Online ISBN: 978-3-540-45226-3

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics