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Benchmarking a MOS-based algorithm on the BBOB-2010 noiseless function testbed

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.

Description

Title: Benchmarking a MOS-based algorithm on the BBOB-2010 noiseless function testbed
Author/s:
  • LaTorre de la Fuente, Antonio
  • Muelas Pascual, Santiago
  • Peña Sanchez, Jose Maria
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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Abstract

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.

More information

Item ID: 7689
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
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