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19th IEEE International Conference on Tools with Artificial Intelligence - Vol.1 (ICTAI 2007)
Recombinative CLA-EC
Paris, France
October 29-October 31
ISBN: 0-7695-3015-X
ASCII Text
x 
 
Borna Jafarpour, Mohammad reza Meybodi, "Recombinative CLA-EC," Tools with Artificial Intelligence, IEEE International Conference on, vol. 1, pp. 415-422, 19th IEEE International Conference on Tools with Artificial Intelligence - Vol.1 (ICTAI 2007), 2007.
 
 
BibTex
x
 
@article{ 10.1109/ICTAI.2007.35,
author = {Borna Jafarpour and Mohammad reza Meybodi},
title = {Recombinative CLA-EC},
journal ={Tools with Artificial Intelligence, IEEE International Conference on},
volume = {1},
year = {2007},
issn = {1082-3409},
pages = {415-422},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICTAI.2007.35},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Tools with Artificial Intelligence, IEEE International Conference on
TI - Recombinative CLA-EC
SN - 1082-3409
SP415
EP422
A1 - Borna Jafarpour,
A1 - Mohammad reza Meybodi,
PY - 2007
VL - 1
JA - Tools with Artificial Intelligence, IEEE International Conference on
ER -
 
Cellular Learning Automata (CLA) which is obtained by combining cellular automata (CA) and learning automata (LA) models is a mathematical model for dynamical complex systems that consists of a large number of simple learning components. CLA- EC, introduced recently is an evolutionary algorithm which is obtained by combining CLA and evolutionary computation (EC). In this paper CLA-EC with recombination operator is introduced. Recombination increases explorative behavior of CLA-EC and also provides a mechanism for partial structure exchange between chromosomes of population individuals that standard CLA-EC is not capable of performing it. This modification greatly improves CLA-EC ability to effectively search solution space and leave local optima. Experimental results on five optimization test functions show the superiority of this new version of CLA-EC over the standard CLA-EC.
Citation:
Borna Jafarpour, Mohammad reza Meybodi, "Recombinative CLA-EC," ictai, vol. 1, pp.415-422, 19th IEEE International Conference on Tools with Artificial Intelligence - Vol.1 (ICTAI 2007), 2007
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