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Experiments with classification-based scalarizing functions in interactive multiobjective optimization

delete2006-12-01
delete41
PRE
AI
K
Kaisa Miettinen *
M
Marko M. Mäkelä
K
Katja Kaario
DOI:10.1016/j.ejor.2005.06.019delete
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摘要

摘要

En 中文
In multiobjective optimization methods, the multiple conflicting objectives are typically converted into a single objective optimization problem with the help of scalarizing functions and such functions may be constructed in many ways. We compare both theoretically and numerically the performance of three classification-based scalarizing functions and pay attention to how well they obey the classification information. In particular, we devote special interest to the differences the scalarizing functions have in the computational cost of guaranteeing Pareto optimality. It turns out that scalarizing functions with or without so-called augmentation terms have significant differences in this respect. We also collect a set of mostly nonlinear benchmark test problems that we use in the numerical comparisons. (c) 2005 Elsevier B.V. All rights reserved.
Keyword:
multiple objective programming
classification
interactive methods
test problems
guaranteeing pareto optimality
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期刊

European Journal of Operational Research 封面图
European Journal of Operational Research
IF:
6
论文数:
2.2W
被引数:
6.4W

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