create.data.split: Split a dataset into training and a test sets.

In KonradZych/SIAMCAT: Statistical Inference of Associations between Microbial Communities And host phenoTypes

Description

This function prepares the cross-validation by splitting the data into num.folds training and test folds for num.resample times.

Usage

create.data.split(siamcat, num.folds = 2, num.resample = 1,
    stratify = TRUE,inseparable = NULL, verbose = 1)

Arguments

siamcat	object of class siamcat-class
num.folds	number of cross-validation folds (needs to be >=2), defaults to 2
num.resample	resampling rounds (values <= 1 deactivate resampling), defaults to 1
stratify	boolean, should the splits be stratified so that an equal proportion of classes are present in each fold?, defaults to TRUE
inseparable	column name of metadata variable, defaults to NULL
verbose	control output: 0 for no output at all, 1 for only information about progress and success, 2 for normal level of information and 3 for full debug information, defaults to 1

Details

This function splits the labels within a siamcat-class object and prepares the internal cross-validation for the model training (see train.model).

The function saves the training and test instances for the different cross-validation folds within a list in the data_split-slot of the siamcat-class object, which is a list with four entries:

• num.folds the number of cross-validation folds

• num.resample the number of repetitions for the cross-validation

• training.folds a list containing the indices for the training instances

• test.folds a list containing the indices for the test instances

Value

object of class siamcat-class with the data_split-slot filled

Examples

    data(siamcat_example)
    # simple working example
    siamcat_split <- create.data.split(siamcat_example, num.folds=10,
    num.resample=5, stratify=TRUE)

    ## # example with a variable which is to be inseparable
    ## siamcat_split <- create.data.split(siamcat_example, num.folds=10,
    ##  num.resample=5, stratify=FALSE, inseparable='Gender')

KonradZych/SIAMCAT documentation built on May 17, 2019, 6:20 p.m.