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aimclub / GOLEM

Graph Optimiser for Learning and Evolution of Models
https://thegolem.readthedocs.io
BSD 3-Clause "New" or "Revised" License
60 stars 7 forks source link

Implement support for surrogate-assisted optimisation #79

Closed nicl-nno closed 10 months ago

nicl-nno commented 1 year ago

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

gkirgizov commented 1 year ago

@valer1435 , закрыто ли после твоего PR #82 ?

maypink commented 10 months ago

@valer1435 все еще вопросы без ответов. Закрывать?