pystra.active_learning.surrogates.EnsembleSurrogate#

Use it: User guide · Worked example · Theory

class EnsembleSurrogate[source]#

Bases: Surrogate

A surrogate that also exposes row-wise replicate predictions.

Methods

`fit`	Fit finite scalar observations, shape (n_samples,).
`predict`	Return finite mean and nonnegative std arrays, each (n_samples,).
`predict_replicates`	Return (n_points, n_replicates>=2) finite response predictions.

abstractmethod predict_replicates(points)[source]#

Return (n_points, n_replicates>=2) finite response predictions.

abstractmethod fit(points, values)#

Fit finite scalar observations, shape (n_samples,).

abstractmethod predict(points)#

Return finite mean and nonnegative std arrays, each (n_samples,).