As a part of MetaAutoML project, the feature of surrogate-assisted evolution is required in FEDOT optmiser.
As a first step, the simpe surrogate scheme can be implemened - e.g. surrogate estimation of fitness before selection.
I think experience of @valer1435 and @maypink from previous projects can be useful. Also, surrogates can be useful to improve
the convergence of sensitivity analysis.
As a part of MetaAutoML project, the feature of surrogate-assisted evolution is required in FEDOT optmiser.
As a first step, the simpe surrogate scheme can be implemened - e.g. surrogate estimation of fitness before selection.
I think experience of @valer1435 and @maypink from previous projects can be useful. Also, surrogates can be useful to improve the convergence of sensitivity analysis.
Related paper: https://arxiv.org/pdf/2206.01520.pdf