Convert to a Regression Task — as_task

Convert object to a TaskRegr. This is a S3 generic. mlr3 ships with methods for the following objects:

TaskRegr: ensure the identity
formula, data.frame(), matrix(), Matrix::Matrix() and DataBackend: provides an alternative to the constructor of TaskRegr.
TaskClassif: Calls convert_task().

Usage

as_task_regr(x, ...)

# S3 method for class 'TaskRegr'
as_task_regr(x, clone = FALSE, ...)

# S3 method for class 'data.frame'
as_task_regr(
  x,
  target = NULL,
  id = deparse1(substitute(x)),
  label = NA_character_,
  ...
)

# S3 method for class 'matrix'
as_task_regr(
  x,
  target = NULL,
  id = deparse1(substitute(x)),
  label = NA_character_,
  ...
)

# S3 method for class 'Matrix'
as_task_regr(
  x,
  target = NULL,
  id = deparse1(substitute(x)),
  label = NA_character_,
  ...
)

# S3 method for class 'DataBackend'
as_task_regr(
  x,
  target = NULL,
  id = deparse1(substitute(x)),
  label = NA_character_,
  ...
)

# S3 method for class 'TaskClassif'
as_task_regr(
  x,
  target = NULL,
  drop_original_target = FALSE,
  drop_levels = TRUE,
  ...
)

# S3 method for class 'formula'
as_task_regr(
  x,
  data,
  id = deparse1(substitute(data)),
  label = NA_character_,
  ...
)

Arguments

x: (any)
Object to convert.
...: (any)
Additional arguments.
clone: (logical(1))
If TRUE, ensures that the returned object is not the same as the input x.
target: (character(1))
Name of the target column.
id: (character(1))
Id for the new task. Defaults to the (deparsed and substituted) name of the data argument.
label: (character(1))
Label for the new instance.
drop_original_target: (logical(1))
If FALSE (default), the original target is added as a feature. Otherwise the original target is dropped.
drop_levels: (logical(1))
If TRUE (default), unused levels of the new target variable are dropped.
data: (data.frame())
Data frame containing all columns referenced in formula x.

Value

TaskRegr.

Examples

as_task_regr(datasets::mtcars, target = "mpg")
#> <TaskRegr:datasets::mtcars> (32 x 11)
#> * Target: mpg
#> * Properties: -
#> * Features (10):
#>   - dbl (10): am, carb, cyl, disp, drat, gear, hp, qsec, vs, wt