Design of a surrogate model assisted (1+ 1)-ES

A Kayhani, DV Arnold - Parallel Problem Solving from Nature–PPSN XV …, 2018 - Springer
Surrogate models are employed in evolutionary algorithms to replace expensive objective
function evaluations with cheaper though usually inaccurate estimates based on information …

The Performance Effect of Model Accuracy on Classification-Assisted Evolutionary Algorithms

C Cao, X Lu, Y Li, J Zhu, K Tang - 2021 IEEE Congress on …, 2021 - ieeexplore.ieee.org
Optimization problems with costly function evaluation widely exist in real-world applications.
Surrogate models are commonly used in the field of optimization to deal with such …