sampler_Wrapper: Wrapper function for class Oversampler.
In stschn/deepANN: Neural Network Toolbox

oversampling

R Documentation

Wrapper function for class Oversampler.

Description

Wrapper function for class Oversampler.

Wrapper function for class RandomOversampler.

Wrapper function for class SMOTE.

Wrapper function for class UnderSampler.

Wrapper function for class RandomUnderSampler.

Usage

oversampling(X, y, mode = c("auto"))

random_oversampling(X, y, mode = c("auto"))

smote(X, y, mode = c("auto"), k_neighbors = 3L)

undersampling(X, y, mode = c("auto"))

random_undersampling(X, y, mode = c("auto"))

Arguments

`X`	Feature data set, usually a `data.frame` or an `array` of shape (n_samples, n_features).
`y`	Target data set, usually a column of a `data.frame` or an `array` which holds the corresponding label for each sample in `X`.
`k_neighbors`	The number of nearest neighbors used to define the neighborhood of samples to use to generate the synthetic samples.