pp_saps — Score Augmented Projection Standardization

Group: Signal transforms · Binding: n4m.sklearn.ScoreAugmentedProjectionStandardization · C ABI: n4m_pp_saps_*

Description

Score-augmented projection standardization inspired by SA-PBS.

Parameters

Name

Type

Default

n_components

int

5

score_weight

float

1.0

fit_intercept

bool

True

ridge

float

0.0

Explanations

Bibliographic source

Standard spectroscopic operator — see the nirs4all preprocessing / augmentation handbook and the cited literature within the binding docstring.

Mathematical principle

Score-augmented projection standardization inspired by SA-PBS.

Implementation

C ABI n4m_pp_saps_* in libn4m (create / apply / destroy lifecycle), wrapped by n4m.sklearn.ScoreAugmentedProjectionStandardization. The same numerical kernel backs every language binding.

Usage

from n4m.sklearn import ScoreAugmentedProjectionStandardization
op = ScoreAugmentedProjectionStandardization()
X_transformed = op.fit_transform(X)

See also: methods index · interactive dashboard