Agents learned, but do we? Knowledge discovery using the agent-based double auction markets

Abstract

This paper demonstrates the potential role of autonomous agents in economic theory. We first dispatch autonomous agents, built by genetic programming, to double auction markets.We then study the bargaining strategies, discovered by them, and from there, an autonomous-agent-inspired economic theory with regard to the optimal procrastination is derived.

Keywords

agent-based double auction markets / autonomous agents / genetic programming / bargaining strategies / monopsony / procrastination strategy

References

[1] Tesfatsion L, Judd K. Handbook of Computational Economics, Volume 2: Agent-Based Computational Economics. Amsterdam: North Holland, 2006

[2] Chen S H. Computational intelligence in agent-based computational economics. In: Fulcher J, Jain L, eds. Computational Intelligence: A Compendium. Springer, 2008, 115: 517-594

[3] Chen S H. Genetic programming and agent-based computational economics: from autonomous agents to product innovation. In: Terano T, Kita H, Takahashi S, Deguchi H, eds. Agent-Based Approaches in Economic and Social Complex Systems, 2009, 6: 3-14

[4] Rust J, Miller J, Palmer R. Behavior of trading automata in a computerized double auction market. In: Friedman D, Rust J, eds. Double Auction Markets: Theory, Institutions, and Laboratory Evidence, 1993: 155-198

[5] Rust J, Miller J, Palmer R. Characterizing effective trading strategies: insights from a computerized double auction tournament. Journal of Economic Dynamics and Control, 1994, 18(1): 61-96

[6] Chen S H, Tai C C. The agent-based double auction markets: 15 years on. In: Takadama K, Cioffi-Revilla C, and Deffuant G, eds. Simulating Interacting Agents and Social Phenomena: The Second World Congress, 2010, 7: 119-136

[7] Andrews M, Prage R. Genetic programming for the acquisition of double auction market strategies. In: Kinnear KJr, ed. Advances in Genetic Programming. Cambridge: MIT Press, 1994: 355-368

[8] Thaler R. From Homo economicus to Homo sapiens. Journal of Economic Perspectives, 2000, 14(1): 133-141

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