Model flowchart

The following flowchart can be used as a guide to select the right estimator.

one

multiple

more samples

more features

more samples

more features

known

unknown

known

unknown

known

unknown

unknown

known

How many feature space ?

Data size ?

Data size ?

Hyperparameters ?

Hyperparameters ?

Hyperparameters ?

Hyperparameters ?

KernelRidge

KernelRidgeCV

Ridge

RidgeCV

WeightedKernelRidge

MultipleKernelRidgeCV

BandedRidgeCV