CaltechAUTHORS
  A Caltech Library Service

Individual evolutionary learning with many agents

Arifovic, Jasmina and Ledyard, John (2012) Individual evolutionary learning with many agents. Knowledge Engineering Review, 27 (2). pp. 239-254. ISSN 0269-8889. doi:10.1017/S026988891200015X. https://resolver.caltech.edu/CaltechAUTHORS:20120607-094141948

[img]
Preview
PDF - Published Version
See Usage Policy.

2MB

Use this Persistent URL to link to this item: https://resolver.caltech.edu/CaltechAUTHORS:20120607-094141948

Abstract

Individual Evolutionary Learning (IEL) is a learning model based on the evolution of a population of strategies of an individual agent. In prior work, IEL has been shown to be consistent with the behavior of human subjects in games with a small number of agents. In this paper, we examine the performance of IEL in games with many agents. We find IEL to be robust to this type of scaling. With the appropriate linear adjustment of the mechanism parameter, the convergence behavior of IEL in games induced by Groves–Ledyard mechanisms in quadratic environments is independent of the number of participants.


Item Type:Article
Related URLs:
URLURL TypeDescription
http://dx.doi.org/10.1017/S026988891200015XDOIUNSPECIFIED
http://journals.cambridge.org/abstract_S026988891200015XPublisherUNSPECIFIED
ORCID:
AuthorORCID
Arifovic, Jasmina0000-0002-7092-6541
Additional Information:© 2012 Cambridge University Press. We thank Olena Kostyshyna for her very able research assistance. We also thank an anonymous referee for very helpful comments.
Issue or Number:2
DOI:10.1017/S026988891200015X
Record Number:CaltechAUTHORS:20120607-094141948
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20120607-094141948
Official Citation:Jasmina Arifovic and John Ledyard (2012). Individual evolutionary learning with many agents. The Knowledge Engineering Review, 27 , pp 239-254 doi:10.1017/S026988891200015X
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:31835
Collection:CaltechAUTHORS
Deposited By:INVALID USER
Deposited On:07 Jun 2012 20:03
Last Modified:09 Nov 2021 20:01

Repository Staff Only: item control page