An Evolutionary Framework for Determining Heterogeneous Strategies in Multi-Agent Marketplaces

27 Pages Posted: 29 Jan 2008

See all articles by Alexander Babanov

Alexander Babanov

University of Minnesota - Twin Cities - Department of Economics

Wolfgang Ketter

University of Cologne - Faculty of Management, Economics and Social Sciences; Erasmus University Rotterdam (EUR) - Department of Technology and Operations Management; Erasmus Research Institute of Management (ERIM)

Maria Gini

University of Minnesota - Twin Cities - Computer Science and Engineering

Abstract

We propose an evolutionary approach for studying the dynamics of interaction of strategic agents that interact in a marketplace. The goal is to learn which agent strategies are most suited by observing the distribution of the agents that survive in the market over extended periods of time. We present experimental results from a simulated market, where multiple service providers compete for customers using different deployment and pricing schemes. The results show that heterogeneous strategies evolve and co-exist in the same market.

Keywords: trading agents, multi-agent systems, genetic algorithms, simulation

JEL Classification: L15, O32, M

Suggested Citation

Babanov, Alexander and Ketter, Wolfgang and Gini, Maria L, An Evolutionary Framework for Determining Heterogeneous Strategies in Multi-Agent Marketplaces . ERIM Report Series Reference No. ERS-2008-002-LIS, Available at SSRN: https://ssrn.com/abstract=1088225

Alexander Babanov (Contact Author)

University of Minnesota - Twin Cities - Department of Economics ( email )

271 19th Avenue South
Minneapolis, MN 55455
United States

Wolfgang Ketter

University of Cologne - Faculty of Management, Economics and Social Sciences ( email )

Albertus-Magnus-Platz
Cologne, 50923
Germany

HOME PAGE: http://is3.uni-koeln.de

Erasmus University Rotterdam (EUR) - Department of Technology and Operations Management ( email )

RSM Erasmus University
PO Box 1738
3000 DR Rotterdam
Netherlands

Erasmus Research Institute of Management (ERIM) ( email )

P.O. Box 1738
3000 DR Rotterdam
Netherlands

HOME PAGE: http://www.rsm.nl/energy

Maria L Gini

University of Minnesota - Twin Cities - Computer Science and Engineering ( email )

200 Union St SE, #4-192
Minneapolis, MN 55455
United States

HOME PAGE: http://www,cs,umn.edu/~gini