Abstract
Internet auctions in open dynamic environments have been attracting increasing attention. We analyze with a bottom-up approach the competition between artificial intelligent agents in Continuous Double Auction markets. In almost all previous works agents have a fixed bidding strategy during the auction, usually under static symmetric environments. In our simulations we allow the soft-agents to learn not only about how much they should bid or ask, but also about possible switching between the alternative strategies. We examine the behaviour of strategic traders under dynamic asymmetric environments thus extending previous results. This analysis is important in the design and performance of auctions in the real world (stock exchanges, commodity markets, emission permits, and B2B exchanges) and in the applications of auction theory to many problems in management and production, far beyond market design (market oriented programming).
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References
Chavez, A., Maes, P.: Kasbah: An agent marketplace for buying and selling goods. In: 1st Int. Conf. on the Practical Application of Intelligent Agents and Multi-Agent Technology, pp. 75–90 (1996)
Chen, S.-H.: Toward an agent-based computational modelling of bargaining strategies in double auction markets with genetic programming. In: Leung, K.-S., Chan, L., Meng, H. (eds.) IDEAL 2000. LNCS, vol. 1983, pp. 517–531. Springer, Heidelberg (2000)
Chen, X.: A Vickrey-type multiattribute auction model. In: SETN 2006, vol. 3955, pp. 21–29 (2006)
Cliff, D., Bruten, J.: Zero is not enough: On the lower limit of agent intelligence for continuous double auction markets. HP Laboratories, Tech. Rep. HPL-97-141 (1997)
Das, R., Hanson, J., Kephart, J., Tesauro, G.: Agent-human interactions in the continuous double auction. In: Proceedings of the International Joint Conferences on Artificial Intelligence, pp. 1169–1187 (2001)
Gjerstad, S., Dickhaut, J.: Price formation in double auctions. Games and Economic Behaviour 22, 1–29 (1998)
Gode, D., Sunder, S.: Allocative efficiency of market with zero-intelligent traders: Market as a partial substitute for individual rationality. J. of Political Economy 101, 119–137 (1993)
He, M., Leung, H., Jennings, N.R.: A Fuzzy-Logic Based Bidding Strategy for Autonomous Agents in Continuous Double Auctions. IEEE Transactions on Knowledge and Data Engineering 15(6), 1345–1363 (2003)
Kehagias, D., Toulis, P., Mitkas, P.: A long term profit seeking strategy for continuous double auction in a trading agent competition. In: Antoniou, G., Potamias, G., Spyropoulos, C., Plexousakis, D. (eds.) SETN 2006. LNCS (LNAI), vol. 3955, pp. 116–126. Springer, Heidelberg (2006)
Li, L., Smith, S.: Speculation agents for dynamic, multiperiod continuous double auctions in B2B exchanges. In: Proceedings 37th Hawaii International Conference on System Sciences (2004)
López, A., Hernández, C., Pajares, J.: Towards a new experimental socioeconomics. Complex behaviour in bargaining. Journal of Socio-Economics 31, 423–429 (2002)
Ma, H., Leung, H.: An Adaptive Attitude Bidding strategy for Agents in Continuous Double Auctions. In: IEEE International Conference on e-Technology, e-Commerce and e-Service, pp. 38–43 (2005)
Posada, M., Hernández, C., López, A.: Learning in a continuous double auction market. Artificial Economics - Lecture Notes in Economics and Mathematical Systems, vol. 564, pp. 41–51 (2006)
Preist, C., van Tol, M.: Adaptive agents in a persistent shout double auction. In: Proceedings of the First International Conference on Information and Computation Economics, pp. 11–18 (1998)
Rodríguez, J.A., Noriega, P., Sierra, C., Padget, J.A.: FM96.5 A Java-based Electronic Auction House. In: 2nd International Conference on the practical application of intelligent agents and multi-agent technology, pp. 207–226 (1997)
Rust, J., Miller, J., Palmer, R.: Behaviour of trading automata in computerized double auctions. In: Friedman, Rust (eds.), The double auction markets: Institutions, theories and evidence, 155–198, Addison-Wesley, Reading (1993)
Smith, V.L.: An experimental study of competitive market behavior. Journal of Political Economy 70, 111–137 (1962)
Tesauro, G., Das, R.: High performance bidding agents for the continuous double auction. In: Proceedings of the Third ACM Conference on Electronic Commerce, pp. 206–209 (2001)
Walsh, W., Das, G., Tesauro, G., Kephart, J.: Analyzing complex strategic interactions in multi-agent games. In: AAAI 2002 Workshop on Game Theoretic and Decision Theoretic Agents, pp. 109–118 (2002)
Wellman, M., Wurman, P., O’Malley, K., Bangera, R., Lin, S., Reeves, D., Walsh, W.: Designing the market game for a trading agent competition. IEEE Internet Computing 5(2), 43–51 (2001)
Wurman, P., Wellman, M., Walsh, W.: The Michigan Internet AuctionBot: a configurable auction server for human and software agents. In: Proceedings of the 2nd International Conference on Autonomous Agents, pp. 301–308. ACM Press, New York (1998)
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Posada, M. (2006). Strategic Software Agents in Continuous Double Auction Under Dynamic Environments. In: Corchado, E., Yin, H., Botti, V., Fyfe, C. (eds) Intelligent Data Engineering and Automated Learning – IDEAL 2006. IDEAL 2006. Lecture Notes in Computer Science, vol 4224. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11875581_145
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DOI: https://doi.org/10.1007/11875581_145
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