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LaTorre de la Fuente, Antonio and Muelas Pascual, Santiago and Peña Sanchez, Jose Maria (2010). Benchmarking a MOS-based algorithm on the BBOB-2010 noiseless function testbed. In: "GECCO 2010", 07/07/2010 - 11/07/2010, Portland, EEUU. ISBN 978-1-450-30072-8.
Title: | Benchmarking a MOS-based algorithm on the BBOB-2010 noiseless function testbed |
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Author/s: |
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Item Type: | Presentation at Congress or Conference (Article) |
Event Title: | GECCO 2010 |
Event Dates: | 07/07/2010 - 11/07/2010 |
Event Location: | Portland, EEUU |
Title of Book: | Proceedings of the GECCO 2010 |
Date: | 2010 |
ISBN: | 978-1-450-30072-8 |
Subjects: | |
Freetext Keywords: | Benchmarking of algorithms, Black-box optimization, Continuous optimization, IPOP-CMA-ES, Differential Evolution, Multiple Offspring Sampling |
Faculty: | Facultad de Informática (UPM) |
Department: | Arquitectura y Tecnología de Sistemas Informáticos |
Creative Commons Licenses: | Recognition - No derivative works - Non commercial |
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In this contribution, a hybrid algorithm combining Differential Evolution and IPOP-CMA-ES is presented and benchmarked on the BBOB 2010 noiseless testbed. The hybrid algorithm has been constructed within the Multiple Offspring Sampling framework, which allows the seamless combination of multiple metaheuristics in a dynamic algorithm capable of adjusting the participation of each of the composing algorithms according to their current performance. The experimental results show a robust behavior of the algorithm and a good scalability as the dimensionality increases.
Item ID: | 7689 |
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DC Identifier: | https://oa.upm.es/7689/ |
OAI Identifier: | oai:oa.upm.es:7689 |
Deposited by: | Memoria Investigacion |
Deposited on: | 29 Jun 2011 08:04 |
Last Modified: | 20 Apr 2016 16:45 |