DMCA
Multi-Objective Bayesian Optimization Algorithm (2002)
| Venue: | in Proceedings of the Genetic and Evolutionary Computation Conference |
| Citations: | 18 - 4 self |
BibTeX
@TECHREPORT{Khan02multi-objectivebayesian,
author = {Nazan Khan and Nazan Khan and David E. Goldberg and David E. Goldberg and Martin Pelikan and Martin Pelikan},
title = {Multi-Objective Bayesian Optimization Algorithm},
institution = {in Proceedings of the Genetic and Evolutionary Computation Conference},
year = {2002}
}
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Abstract
This paper proposes a competent multi-objective genetic algorithm called the multiobjective Bayesian optimization algorithm (mBOA). mBOA incorporates the selection method of the non-dominated sorting genetic algorithm-II (NSGA-II) into the Bayesian optimization algorithm (BOA). The proposed algorithm has been tested on an array of test functions which incorporate deception and loose-linkage and the results are compared to those of NSGA-II. Results indicate that mBOA outperforms NSGA-II on large loosely linked deceptive problems.
