期刊
COMPUTERS & OPERATIONS RESEARCH
卷 39, 期 7, 页码 1754-1762出版社
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.cor.2011.10.013
关键词
Performance metric; Multi-objective optimizer; Pareto front; Dominance relation; Statistical test
类别
资金
- Fundacao para a Ciencia e a Tecnologia (FCT), Ministerio da Ciencia, Tecnologia e Ensino Superior, Portugal [SFRH/BPD/34482/2006]
- Fundação para a Ciência e a Tecnologia [SFRH/BPD/34482/2006] Funding Source: FCT
There is still a big question to the community of multi-objective optimization: how to compare effectively the performances of multi-objective stochastic optimizers? The existing metrics suffer from different drawbacks to address this question. In this article, three convergence-based M-ary cardinal metrics are proposed, based on different forms of dominance relations between two solutions, for comparing performances of two optimizers from their multiple runs. The metrics are first tested on some benchmark instances whose performances are already known, and then their outcomes for some other instances are compared with those of three existing metrics. (C) 2011 Elsevier Ltd. All rights reserved.
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