chemotools.outliers#

Outlier detection methods to identify unusual samples and improve model diagnostics.

Import from this module:

from chemotools.outliers import (
    DModX,
    HotellingT2,
    Leverage,
    QResiduals,
    StudentizedResiduals,
)

Available Classes#

Class

Description

DModX

Distance to model in X-space

HotellingT2

Hotelling’s T² statistic for multivariate outliers

Leverage

Leverage values for influential point detection

QResiduals

Q residuals (squared prediction error)

StudentizedResiduals

Studentized residuals for regression outliers

See Also#

Outlier Detection Methods Overview - Complete documentation with examples and visual guides