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2009 Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems
Self-Adaptation of Genetic Operator Probabilities Using Differential Evolution
San Francisco, California, USA
September 14-September 18
ISBN: 978-0-7695-3794-8
ASCII Text
x 
 
Fatemeh Vafaee, Peter C. Nelson, "Self-Adaptation of Genetic Operator Probabilities Using Differential Evolution," Self-Adaptive and Self-Organizing Systems, IEEE International Conference on, pp. 274-275, 2009 Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems, 2009.
 
 
BibTex
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@article{ 10.1109/SASO.2009.13,
author = {Fatemeh Vafaee and Peter C. Nelson},
title = {Self-Adaptation of Genetic Operator Probabilities Using Differential Evolution},
journal ={Self-Adaptive and Self-Organizing Systems, IEEE International Conference on},
volume = {0},
year = {2009},
isbn = {978-0-7695-3794-8},
pages = {274-275},
doi = {http://doi.ieeecomputersociety.org/10.1109/SASO.2009.13},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
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TY - CONF
JO - Self-Adaptive and Self-Organizing Systems, IEEE International Conference on
TI - Self-Adaptation of Genetic Operator Probabilities Using Differential Evolution
SN - 978-0-7695-3794-8
SP274
EP275
A1 - Fatemeh Vafaee,
A1 - Peter C. Nelson,
PY - 2009
KW - self-adatation
KW - evolutionary algorithms
KW - genetic operator probabilities
VL - 0
JA - Self-Adaptive and Self-Organizing Systems, IEEE International Conference on
ER -
 
In this work a novel approach is proposed to adaptively adjust genetic operator probabilities through the adoption of a robust, real-valued optimization algorithm known as Differential Evolution (DE). We set up a series of experiments on a wide array of symbolic regression problems. The experimental results demonstrate the supremacy of our proposed method over the compared rivals both in the accuracy and reliability of the final solutions.
Index Terms:
self-adatation, evolutionary algorithms, genetic operator probabilities
Citation:
Fatemeh Vafaee, Peter C. Nelson, "Self-Adaptation of Genetic Operator Probabilities Using Differential Evolution," saso, pp.274-275, 2009 Third IEEE International Conference on Self-Adaptive and Self-Organizing Systems, 2009
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