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mlr_measures_selected_features

Selected Features Measure


Description

Measures the number of selected features by extracting it from learners with property "selected_features". If the learner does not support this, NA is returned.

This measure requires the Task and the Learner for scoring.

Dictionary

This Measure can be instantiated via the dictionary mlr_measures or with the associated sugar function msr():

mlr_measures$get("selected_features")
msr("selected_features")

Meta Information

  • Type: NA

  • Range: [0, Inf)

  • Minimize: TRUE

  • Required prediction: 'response'

Super class

mlr3::Measure -> MeasureSelectedFeatures

Public fields

normalize

(logical(1))
If set to TRUE, divides the number of features by the total number of features.

Methods

Public methods


Method new()

Creates a new instance of this R6 class.

Usage
MeasureSelectedFeatures$new(normalize = FALSE)
Arguments
normalize

(logical(1))
If set to TRUE, divides the number of features by the total number of features.


Method clone()

The objects of this class are cloneable with this method.

Usage
MeasureSelectedFeatures$clone(deep = FALSE)
Arguments
deep

Whether to make a deep clone.

See Also

as.data.table(mlr_measures) for a complete table of all (also dynamically created) Measure implementations.


mlr3

Machine Learning in R - Next Generation

v0.11.0
LGPL-3
Authors
Michel Lang [cre, aut] (<https://orcid.org/0000-0001-9754-0393>), Bernd Bischl [aut] (<https://orcid.org/0000-0001-6002-6980>), Jakob Richter [aut] (<https://orcid.org/0000-0003-4481-5554>), Patrick Schratz [aut] (<https://orcid.org/0000-0003-0748-6624>), Giuseppe Casalicchio [ctb] (<https://orcid.org/0000-0001-5324-5966>), Stefan Coors [ctb] (<https://orcid.org/0000-0002-7465-2146>), Quay Au [ctb] (<https://orcid.org/0000-0002-5252-8902>), Martin Binder [aut], Marc Becker [ctb] (<https://orcid.org/0000-0002-8115-0400>)
Initial release

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