Abstract
Auction-based electronic commerce is an increasingly interesting domain for AI researchers. In this paper we present an attempt towards the construction of trading agents capable of competing in multi-agent auction markets by introducing both a formal and a more pragmatical approach to the design of bidding strategies for buyer agents in auction-based tournaments. Our formal view relies on possibilistic-based decision theory as the means of handling possibilistic uncertainty on the consequences of actions (bids) due to the lack of knowledge about the other agents’ behaviour. For practical reasons we propose a two-fold method for decision making that does not require the evaluation of the whole set of alternative actions. This approach utilizes global (market-centered) information in a first step to come up with an initial set of potential bids. This set is subsequently refined in a second step by means of the possibilisitic decision model using individual (rival agent centered) information induced from a memory of cases composing the history of tournaments.
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References
Zadeh L.A. Fuzzy sets as a basis for the theory of possibility. Fuzzy Sets and Systems, (1):3–28, 1978.
M. Andrews and R. Prager. Genetic Programming for the Acquisition of Double Auction Market Strategies, pages 355–368. The MIT Press, 1994.
A. Chavez and Pattie Maes. Kasbah: An agent marketplace for buying and selling goods. In First International Conference on the Practical Application of Intelligent Agents and Multi-Agent Technology (PAAM’96), pages 75–90, 1996.
D. Dubois, F. Esteva, P. Garcia, L. Godo, R. Lopez de Mantaras, and H. Prade. Fuzzy modelling of case-based reasoning and decision. In Leake and Plaza, editors, Proceedings 2nd. Int. Conf. on Case Based Reasoning (ICCBR’97), pages 599–611, 1997.
D. Dubois, F. Esteva, P. Garcia, and H. Prade. A logical approach to interpolation based on similarity relations. Journal of Approximate Reasoning, 17(1):1–36, 1997.
D. Dubois, Lluis Godo, Henri Prade, and Adriana Zapico. Making decision in a qualitative setting: from decision under uncertainty to case-based decision. In Proceedings of the 6th.. Int. Conf. on Principles of Knowledge Representation and Reasoning(KR’98), 1998.
D. Dubois and H. Prade. Possibility theory as a basis for qualitative decision theory. In Proceedings of the 14th International Joint Conference on Artificial Intelligence (IJCAI’95), pages 1924–1930, 1995.
D. Dubois and H. Prade. What are fuzzy rules and how to use them. Fuzzy Sets and Systems, 84:169–185, 1996.
Pere Garcia, Eduard Giménez, Lluís Godo, and Juan A. Rodríguez-Aguilar. Possibilistic-based design of bidding strategies in electronic auctions. In The 13th biennial European Conference on Artificial Intelligence (ECAI-98), 1998.
I. Gilboa and D. Schmeidler. Case-based theory. The Quarterly Journal of Economics, 110:607–639, 1995.
Piotr Gmytrasiewicz and Edmund H. Durfee. A rigorous, operational formalization of recursive modeling. In Proceedings of the First International Conference on Multi-Agent Systems, pages 125–132, 1995.
B. A. Huberman and S. Clearwater. A multi-agent system for controlling builging environments. In Proceedings of the First International Conference on Multi-Agent Systems (ICMAS-95), pages 171–176. AAAI Press, June 1995.
Hiroaki Kitano, Minoru Asada, Yasuo Kuniyoshi, Itsuki Noda, and Eiichi Osawa. Robocup: The robot world cup initiative. In First International Conference on Autonomous Agents, 1997.
David Kortenkamp, Illah Nourbakhsh, and David Hinkle. The 1996 AAAI Mobile Robot Competition and Exhibition. AI Mag., 18(1):25–32, 1997.
Francisco J. Martín, Enric Plaza, and Juan Antonio Rodríguez-Aguilar. An infrastructure for agent-based systems: An interagent approach. International Journal of Intelligent Systems, 1998.
Noyda Matos, Carles Sierra, and Nick R. Jennings. Determining successful negotiation strategies: An evolutionary approach. In Proceedings of the Third International Conference on Multi-Agent Systems (ICMAS-98), 1998.
J. Von Neumann and O. Morgenstern. Theory of Games and Economic Behaviour. Princeton Univ. Press, Princeton, NJ, 1944.
Pablo Noriega. Agent-Mediated Auctions: The Fishmarket Metaphor. PhD thesis, Universitat Autonoma de Barcelona, 1997. Also to appear in IIIA mongraphy series.
D. North. Institutions, Institutional Change and Economics Perfomance. Cambridge U. P., 1990.
Juan A. Rodríguez-Aguilar, Francisco J. Martín, Francisco J. Giménez, and David Gutiérrez. Fm0.9beta users guide. Technical report, Institut d’Investigació en Intel.ligència Artificial. Technical Report, IIIA-RR98-32, 1998.
Juan A. Rodríguez-Aguilar, Francisco J. Martín, Pablo Noriega, Pere Garcia, and Carles Sierra. Competitive scenarios for heterogeneous trading agents. In Proceedings of the Second International Conference on Autonomous Agents (AGENTS’98), pages 293–300, 1998.
Juan A. Rodríguez-Aguilar, Francisco J. Martín, Pablo Noriega, Pere Garcia, and Carles Sierra. Towards a test-bed for trading agents in electronic auction markets. AI Communications, 11(1):5–19, 1998.
Juan A. Rodríguez-Aguilar, Pablo Noriega, Carles Sierra, and Julian Padget. Fm96.5 a java-based electronic auction house. In Second International Conference on The Practical Application of Intelligent Agents and Multi-Agent Technology(PAAM’97), pages 207–224, 1997.
Christian B. Suttner and Geff Sutcliffe. ATP System Competition, volume 1104 of Lecture Notes in Artificial Intelligence, pages 146–160. Springer Verlag, 1996.
M. Tsvetovatyy and M. Gini. Toward a virtual marketplace: Architectures and strategies. In First International Conference on the Practical Application of Intelligent Agents and Multi-Agent Technology (PAAM’96), pages 597–613, 1996.
José M. Vidal and Edmund H. Durfee. Building agent models in economic societies of agents. In Workshop on Agent Modelling (AAAI-96), 1996.
Michael P. Wellman. A market-oriented programming environment and its application to distributed multicommodity flow problems. Journal of Artificial Intelligence Research, (1):1–23, 1993.
Peter R. Wurman, Michael P. Wellman, and William E. Walsh. The Michigan Internet AuctionBot: A Configurable Auction Server for Human and Software Agents. In Second International Conference on Autonomous Agents (AGENTS’98), 1998.
Fredrik Ygge and Hans Akkermans. Making a case for multi-agent systems. In Magnus Boman and Walter Van de Velde, editors, Advances in Case-Based Reasoning, number 1237 in Lecture Notes in Artificial Intelligence, pages 156–176. Springer-Verlag, 1997.
The FishMarket Project. http://www.iiia.csic.es/Projects/_shmarket.
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Garcia, P., Giménez, E., Godo, L., Rodríguez-Aguilar, J.A. (1999). Bidding Strategies for Trading Agents in Auction-Based Tournaments. In: Noriega, P., Sierra, C. (eds) Agent Mediated Electronic Commerce. AMET 1998. Lecture Notes in Computer Science(), vol 1571. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48835-9_9
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DOI: https://doi.org/10.1007/3-540-48835-9_9
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