Projection Methods#

DirectOrthogonalization

Remove variation in X that is uncorrelated with the target y using Direct Orthogonalization (DO) [1]_ [2]_.

ExternalParameterOrthogonalization

Remove variation linked to known external nuisance parameters using External Parameter Orthogonalization (EPO) [1]_.

OrthogonalPLS

A transformer that removes variation in X that is orthogonal to the target y using Orthogonal Projection to Latent Structures (OPLS) [1]_.

OrthogonalSignalCorrection

Remove variation in X that is orthogonal to the target y using Orthogonal Signal Correction (OSC) [1]_ [2]_ [3]_.