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Authors: Nguyen Thi Thanh Dang and Patrick De Causmaecker

Affiliation: K.U. Leuven KULAK, Belgium

Keyword(s): Automated (Automatic) Algorithm Configuration, Multi-objective Optimization.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Methodologies and Technologies ; Operational Research ; Optimization ; Symbolic Systems

Abstract: In the single-objective automated algorithm configuration problem, given an algorithm with a set of parameters that need to be configured and a distribution of problem instances, the automated algorithm configurator will try to search for a good parameter configuration based on a pre-defined performance measure. In this paper, we point out two motivations for the development of a multi-objective algorithm configurator, in which more than one performance measure are considered at the same time. The first motivation is a parameter configuration case study for a deterministic single machine scheduling algorithm with two performance measures: minimization of the average running time and maximization of the total number of optimal solutions. The second one is the configuration problem for non-exact multi-objective optimization algorithms. In addition, a discussion of solving approach for the first motivating problem is also presented.

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Paper citation in several formats:
Dang, N. and De Causmaecker, P. (2014). Motivations for the Development of a Multi-objective Algorithm Configurator. In Proceedings of the 3rd International Conference on Operations Research and Enterprise Systems - ICORES; ISBN 978-989-758-017-8; ISSN 2184-4372, SciTePress, pages 328-333. DOI: 10.5220/0004925203280333

@conference{icores14,
author={Nguyen Thi Thanh Dang. and Patrick {De Causmaecker}.},
title={Motivations for the Development of a Multi-objective Algorithm Configurator},
booktitle={Proceedings of the 3rd International Conference on Operations Research and Enterprise Systems - ICORES},
year={2014},
pages={328-333},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004925203280333},
isbn={978-989-758-017-8},
issn={2184-4372},
}

TY - CONF

JO - Proceedings of the 3rd International Conference on Operations Research and Enterprise Systems - ICORES
TI - Motivations for the Development of a Multi-objective Algorithm Configurator
SN - 978-989-758-017-8
IS - 2184-4372
AU - Dang, N.
AU - De Causmaecker, P.
PY - 2014
SP - 328
EP - 333
DO - 10.5220/0004925203280333
PB - SciTePress

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