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TNO / harlow

A Python package for adaptive sampling and surrogate modelling.
https://TNO.github.io/harlow
MIT License
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Add utility for parameter sensitivity analysis #30

Open JanKoune opened 1 year ago

JanKoune commented 1 year ago

This can be done e.g. by looping over the parameters in the surrogate model, varying the current parameter randomly for each point in the test set and calculating 1-R2. This gives an indication of the sensitivity of the model to each parameter and for each output. @martinezcolanai made an implementation of this that we can reuse for harlow.

JanKoune commented 1 year ago

An example of such a plot by @martinezcolanai: sensitivity_surrogate