AuditorFitter Abstract Base Class

Defines an AuditorFitter abstract base class.

Value

list with items

• corr: pseudo-correlation between residuals and learner prediction.

• l: the trained learner.

Methods

Public methods

• AuditorFitter$new()

• AuditorFitter$fit_to_resid()

• AuditorFitter$fit()

• AuditorFitter$clone()

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Method new()

Initialize a AuditorFitter. This is an abstract base class.

Usage

AuditorFitter$new()

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Method fit_to_resid()

Fit to residuals.

Usage

AuditorFitter$fit_to_resid(data, resid, mask)

Arguments

data

data.table
Features.

resid

numeric
Residuals (of same length as data).

mask

integer
Mask applied to the data. Only used for SubgroupAuditorFitter.

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Method fit()

Fit (mostly used internally, use fit_to_resid).

Usage

AuditorFitter$fit(data, resid, mask)

Arguments

data

data.table
Features.

resid

numeric
Residuals (of same length as data).

mask

integer
Mask applied to the data. Only used for SubgroupAuditorFitter.

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Method clone()

The objects of this class are cloneable with this method.

Usage

AuditorFitter$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.