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Authors: Willa Ariela Syafruddin 1 ; Mario Köppen 1 and Brahim Benaissa 2

Affiliations: 1 Graduate School Creative Informatics, Kyushu Institute of Technology, Fukuoka and Japan ; 2 Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, Fukuoka and Japan

Keyword(s): Jaya Algorithm, Swarm Optimization, Benchmark Functions.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Evolutionary Computing ; Soft Computing ; Swarm/Collective Intelligence

Abstract: Jaya algorithm is a swarm optimization algorithm, formulated on the concept where the solution obtained for a given problem moves toward the best solution and away from the worst solution. Despite being a very simple algorithm, it has shown excellent performance for various application. It has been claimed that Jaya algorithm is parameter-free. Here, we want to investigate the question whether introducing parameters in Jaya might be of advantage. Results show the comparison of the results for different benchmark function, indicating that, apart from a few exceptions, generally no significant improvement of Jaya can be achieved this way. The conclusion is that we have to consider the operation of Jaya differently from a modified PSO and more in the sense of a stochastic gradient descent.

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Paper citation in several formats:
Syafruddin, W. A., Köppen, M. and Benaissa, B. (2018). Does the Jaya Algorithm Really Need No Parameters?. In Proceedings of the 10th International Joint Conference on Computational Intelligence (IJCCI 2018) - IJCCI; ISBN 978-989-758-327-8; ISSN 2184-3236, SciTePress, pages 264-268. DOI: 10.5220/0006960702640268

@conference{ijcci18,
author={Willa Ariela Syafruddin and Mario Köppen and Brahim Benaissa},
title={Does the Jaya Algorithm Really Need No Parameters?},
booktitle={Proceedings of the 10th International Joint Conference on Computational Intelligence (IJCCI 2018) - IJCCI},
year={2018},
pages={264-268},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006960702640268},
isbn={978-989-758-327-8},
issn={2184-3236},
}

TY - CONF

JO - Proceedings of the 10th International Joint Conference on Computational Intelligence (IJCCI 2018) - IJCCI
TI - Does the Jaya Algorithm Really Need No Parameters?
SN - 978-989-758-327-8
IS - 2184-3236
AU - Syafruddin, W.
AU - Köppen, M.
AU - Benaissa, B.
PY - 2018
SP - 264
EP - 268
DO - 10.5220/0006960702640268
PB - SciTePress

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