fraction_of_design_space

pyoptex.doe.fixed_structure.evaluate.fraction_of_design_space(Y, params, N=10000)[source]

Computes the fraction of the design space. It returns an array of relative prediction variances corresponding to the quantiles of np.linspace(0, 1, N).

Parameters

Ypd.DataFrame

The denormalized, decoded design.

paramsParameters

The simulation parameters.

Nint

The number of samples to evaluate.

Returns

pred_varnp.array(2d)

The array of relative prediction variances for each of the a-priori variance ratio sets provided.