Vidal's libraryTitle: | Using Landscape Theory to Measure Learning Difficulty for Adaptive Agents |
Author: | Christopher H. Brooks and Edmund H. Durfee |
Book Tittle: | Adaptive Agents and Multi-Agent Systems |
Publisher: | Lecture Notes in Artificial Intelligence, Springer-Verlag |
Year: | 2003 |
Abstract: | We compare the usefullness of three different metrics for estimating ruggedness on learning problems in an information economy domain.We empirically evaluate the ability of each metric to predict ruggedness and use these metrics to explain past results showing that problems that yield equal reward when completely learned yield different profits to an adaptive learning agent. |
Cited by 1 - Google Scholar
@InCollection{brooks03a,
author = {Christopher H. Brooks and Edmund H. Durfee},
title = {Using Landscape Theory to Measure Learning
Difficulty for Adaptive Agents},
booktitle = {Adaptive Agents and Multi-Agent Systems},
publisher = {Lecture Notes in Artificial Intelligence,
Springer-Verlag},
year = 2003,
abstract = {We compare the usefullness of three different
metrics for estimating ruggedness on learning
problems in an information economy domain.We
empirically evaluate the ability of each metric to
predict ruggedness and use these metrics to explain
past results showing that problems that yield equal
reward when completely learned yield different
profits to an adaptive learning agent.},
keywords = {learning multiagent complexity},
url = {http://jmvidal.cse.sc.edu/library/brooks03a.pdf},
googleid = {Vnz-gB7dZkoJ:scholar.google.com/},
cluster = {5361215529514073174}
}
Last modified: Wed Mar 9 10:16:02 EST 2011