AN MOEA-BASED METHOD TO TUNE EA PARAMETERS ON MULTIPLE OBJECTIVE FUNCTIONS

S. K. Smit; A. E. Eiben; Z. Szlávik

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Paper

AN MOEA-BASED METHOD TO TUNE EA PARAMETERS ON MULTIPLE OBJECTIVE FUNCTIONS

Topics: Genetic Algorithms

In Proceedings of the International Conference on Evolutionary Computation - Volume 0IJCCI, 261-268, 2010 , Valencia, Spain

Authors: S. K. Smit ; A. E. Eiben and Z. Szlávik

Affiliation: VU University Amsterdam, Netherlands

Keyword(s): Parameters, Evolutionary algorithms, Multi-function tuning, Parameter tuning.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Genetic Algorithms ; Informatics in Control, Automation and Robotics ; Intelligent Control Systems and Optimization ; Soft Computing

Abstract: In this paper, we demonstrate the benefits of using a multi-objective approach when tuning the parameters of an Evolutionary Algorithm. To overcome the specific challenges that arise when using a meta-algorithm for parameter tuning on multiple functions, we introduce a new algorithm called the Multi-Function Evolutionary Tuning Algorithm (M-FETA) that is able to approximate the parameter Pareto front effectively. The results of the experiments illustrate how the approximated Parameter Pareto front can be used to gain insights, identify ‘generalists’, and study the robustness of the algorithm to be tuned.

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Paper citation in several formats:

K. Smit, S.; E. Eiben, A. and Szlávik, Z. (2010). AN MOEA-BASED METHOD TO TUNE EA PARAMETERS ON MULTIPLE OBJECTIVE FUNCTIONS. In Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC; ISBN 978-989-8425-31-7, SciTePress, pages 261-268. DOI: 10.5220/0003106202610268

@conference{icec10,
author={S. {K. Smit}. and A. {E. Eiben}. and Z. Szlávik.},
title={AN MOEA-BASED METHOD TO TUNE EA PARAMETERS ON MULTIPLE OBJECTIVE FUNCTIONS},
booktitle={Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC},
year={2010},
pages={261-268},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003106202610268},
isbn={978-989-8425-31-7},
}

TY - CONF

JO - Proceedings of the International Conference on Evolutionary Computation (IJCCI 2010) - ICEC
TI - AN MOEA-BASED METHOD TO TUNE EA PARAMETERS ON MULTIPLE OBJECTIVE FUNCTIONS
SN - 978-989-8425-31-7
AU - K. Smit, S.
AU - E. Eiben, A.
AU - Szlávik, Z.
PY - 2010
SP - 261
EP - 268
DO - 10.5220/0003106202610268
PB - SciTePress