Parameters for class-imbalance sampling — over_ratio • dials

For up- and down-sampling methods, these parameters control how much data are added or removed from the training set.

Usage

over_ratio(range = c(0.8, 1.2), trans = NULL)

under_ratio(range = c(0.8, 1.2), trans = NULL)

Arguments

range: A two-element vector holding the defaults for the smallest and largest possible values, respectively. If a transformation is specified, these values should be in the transformed units.
trans: A trans object from the scales package, such as scales::transform_log10() or scales::transform_reciprocal(). If not provided, the default is used which matches the units used in range. If no transformation, NULL.

Details

See recipes::step_upsample() and recipes::step_downsample() for the interpretation of these parameters.

Examples

under_ratio()
#> Under-Sampling Ratio (quantitative)
#> Range: [0.8, 1.2]
over_ratio()
#> Over-Sampling Ratio (quantitative)
#> Range: [0.8, 1.2]