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Two sequential improvement methods, Evolutionary Operation (EVOP) and Simplex, are compared in a computer simulation study. The EVOP procedure uses underlying statistical models, while the Simplex procedure is based on heuristical rules. On a simple quadratic model the effect of dimensionality, perturbation size – called factorstep in this research – and noise-level on both methods is investigated...
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