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Evolving Object Oriented Agent Programs in Robocup Domain

Genetic and Evolutionary Computation Conference {(GECCO2005)} workshop program, : 407--410, 2005.
Authors: David Enrique {Suarez Pinzon} and Julian Yezid {Olarte Ramos} and Sergio Andres {Rojas Galeano}
Editors: Franz Rothlauf and Misty Blowers and J{\"u}rgen Branke and Stefano Cagnoni and Ivan I. Garibay and Ozlem Garibay and J{\"o}rn Grahl and Gregory Hornby and Edwin D. {de Jong} and Tim Kovacs and Sanjeev Kumar and Claudio F. Lima and Xavier Llor{\`a} and Fernando Lobo and Laurence D. Merkle and Julian Miller and Jason H. Moore and Michael O'Neill and Martin Pelikan and Terry P. Riopka and Marylyn D. Ritchie and Kumara Sastry and Stephen L. Smith and Hal Stringer and Keiki Takadama and Marc Toussaint and Stephen C. Upton and Alden H. Wright
URL: http://www.cs.bham.ac.uk/~wbl/biblio/gecco2005wks/papers/0407.pdf
Tags: algorithms, genetic programming
Abstract: We describe the application of object oriented genetic programming to the automatic generation of agents under the Object Oriented Paradigm. To generate the agent programs code, we evolve concurrently the methods that represent the agent-environment interaction. We use like terminals and operations the objects that correspond to the context elements. This study uses the simulation league of the Robot World Cup (Robocup) like a testing environment. The fitness function used evaluates the behavior of agent player in several levels that indicates the learning progress. The experimental results indicate that is possible the agent programs evolution under the Object Oriented Paradigm.
| URL | BibTeX  
@inproceedings{Suarez:gecco05ws,
title = {Evolving Object Oriented Agent Programs in Robocup Domain},
address = {Washington, D.C., USA},
author = {David Enrique {Suarez Pinzon} and Julian Yezid {Olarte Ramos} and Sergio Andres {Rojas Galeano}},
booktitle = {Genetic and Evolutionary Computation Conference {(GECCO2005)} workshop program},
editor = {Franz Rothlauf and Misty Blowers and J{\"u}rgen Branke and Stefano Cagnoni and Ivan I. Garibay and Ozlem Garibay and J{\"o}rn Grahl and Gregory Hornby and Edwin D. {de Jong} and Tim Kovacs and Sanjeev Kumar and Claudio F. Lima and Xavier Llor{\`a} and Fernando Lobo and Laurence D. Merkle and Julian Miller and Jason H. Moore and Michael O'Neill and Martin Pelikan and Terry P. Riopka and Marylyn D. Ritchie and Kumara Sastry and Stephen L. Smith and Hal Stringer and Keiki Takadama and Marc Toussaint and Stephen C. Upton and Alden H. Wright},
month = {25-29 June},
pages = {407--410},
publisher = {ACM Press},
url = {http://www.cs.bham.ac.uk/~wbl/biblio/gecco2005wks/papers/0407.pdf},
year = {2005},
abstract = {We describe the application of object oriented genetic programming to the automatic generation of agents under the Object Oriented Paradigm. To generate the agent programs code, we evolve concurrently the methods that represent the agent-environment interaction. We use like terminals and operations the objects that correspond to the context elements. This study uses the simulation league of the Robot World Cup (Robocup) like a testing environment. The fitness function used evaluates the behavior of agent player in several levels that indicates the learning progress. The experimental results indicate that is possible the agent programs evolution under the Object Oriented Paradigm.},
notes = {Distributed on CD-ROM at GECCO-2005. ACM 1-59593-097-3/05/0006},
keywords = {algorithms, genetic programming }
}