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

LaTorre de la Fuente, Antonio and Peña Sanchez, Jose Maria and Muelas Pascual, Santiago (2010). Benchmarking a MOS-based algorithm on the BBOB-2010 noisy 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 noisy function testbed
Author/s:
  • LaTorre de la Fuente, Antonio
  • Peña Sanchez, Jose Maria
  • Muelas Pascual, Santiago
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:
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 paper, a hybrid algorithm based on the Multiple Off- spring Sampling framework is presented and benchmarked on the BBOB-2010 noisy testbed. MOS allows the seamless combination of multiple metaheuristics in a hybrid algorithm capable of dynamically adjusting the participation of each of the composing algorithms. The experimental results show a good performance on functions with moderate noise. However, on functions with severe noise the results deteriorate, which suggests that further research should be conducted to find more adequate control mechanisms for these types of functions.

More information

Item ID: 7735
DC Identifier: http://oa.upm.es/7735/
OAI Identifier: oai:oa.upm.es:7735
Deposited by: Memoria Investigacion
Deposited on: 24 Jun 2011 09:56
Last Modified: 20 Apr 2016 16:47
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