featureSelection: Predictor variable subsampling sets and bootstrapping...

View source: R/feature_selection.R

featureSelectionR Documentation

Predictor variable subsampling sets and bootstrapping stability set selection

Description

Predictor variable subsampling sets and bootstrapping stability set selection

Usage

featureSelection(data, min.k = 2, max.k = 4, step = 5)

Arguments

data

A dataframe, where columns are features and rows are data points

min.k

Minimum number of clusters for which we calculate stabilities

max.k

Maximum number of clusters for which we calculate stabilities

step

The number for additional features each feature set will contain

Value

An object of class "featureSelection" containing the dataframe of average bootstrap stabilities, where rows represent feature sets and columns number of clusters, the corresponding line plot, the number and the names of the selected features

Examples

featureSelection(toy_genes, min.k = 2, max.k = 4, step = 10)


BioSok/omada documentation built on Aug. 21, 2023, 2:38 p.m.