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mlr_resamplings_custom

Custom Resampling


Description

Splits data into training and test sets using manually provided indices.

Dictionary

This Resampling can be instantiated via the dictionary mlr_resamplings or with the associated sugar function rsmp():

mlr_resamplings$get("custom")
rsmp("custom")

Super class

mlr3::Resampling -> ResamplingCustom

Active bindings

iters

(integer(1))
Returns the number of resampling iterations, depending on the values stored in the param_set.

hash

(character(1))
Hash (unique identifier) for this object.

Methods

Public methods


Method new()

Creates a new instance of this R6 class.

Usage
ResamplingCustom$new()

Method instantiate()

Instantiate this Resampling with custom splits into training and test set.

Usage
ResamplingCustom$instantiate(task, train_sets, test_sets)
Arguments
task

Task
Mainly used to check if train_sets and test_sets are feasible.

train_sets

(list of integer())
List with row ids for training, one list element per iteration. Must have the same length as test_sets.

test_sets

(list of integer())
List with row ids for testing, one list element per iteration. Must have the same length as train_sets.


Method clone()

The objects of this class are cloneable with this method.

Usage
ResamplingCustom$clone(deep = FALSE)
Arguments
deep

Whether to make a deep clone.

See Also

as.data.table(mlr_resamplings) for a complete table of all (also dynamically created) Resampling implementations.

Examples

# Create a task with 10 observations
task = tsk("penguins")
task$filter(1:10)

# Instantiate Resampling
rc = rsmp("custom")
train_sets = list(1:5, 5:10)
test_sets = list(5:10, 1:5)
rc$instantiate(task, train_sets, test_sets)

rc$train_set(1)
rc$test_set(1)

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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