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

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.

trans

A trans object from the scales package, such as scales::log10_trans() or scales::reciprocal_trans(). 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]