Projection Methods#

DirectOrthogonalization

Remove variation in X that is uncorrelated with the target y using Direct Orthogonalization (DO).

ExternalParameterOrthogonalization

Remove variation linked to known external nuisance parameters using External Parameter Orthogonalization (EPO).

OrthogonalPLS

A transformer that removes variation in X that is orthogonal to the target y using Orthogonal Projection to Latent Structures (OPLS).

OrthogonalSignalCorrection

Remove variation in X that is orthogonal to the target y using Orthogonal Signal Correction (OSC).