ON ECONOMIC APPLICATIONS OF THE GENETIC ALGORITHM - A MODEL OF THE COBWEB TYPE

Authors
Citation
H. Dawid et M. Kopel, ON ECONOMIC APPLICATIONS OF THE GENETIC ALGORITHM - A MODEL OF THE COBWEB TYPE, Journal of evolutionary economics, 8(3), 1998, pp. 297-315
Citations number
48
Categorie Soggetti
Economics
ISSN journal
09369937
Volume
8
Issue
3
Year of publication
1998
Pages
297 - 315
Database
ISI
SICI code
0936-9937(1998)8:3<297:OEAOTG>2.0.ZU;2-Y
Abstract
This paper explores the idea of using artificial adaptive agents in ec onomic theory. In particular, we use Genetic Algorithms (GAs) to model the learning behavior of a population of adaptive and boundedly ratio nal agents interacting in an economic system. We analyze the behavior of a GA in two versions of a model of the cobweb-type, one in which fi rms make only quantity choices, and the other one in which firms first decide to exit or to stay in the market, and subsequently decide how much to produce. We present simulations with different coding schemes and interpret the rather surprising differences between the results fo r different setups by employing the mathematical theory for GAs with s tate-dependent fitness functions. In particular, we explain the relati onship between coding and convergence properties of GAs.