Wrapper for OmicsPLS::crossval_o2m_adjR2 function

Wrapper function around the crossval_o2m_adjR2 function. The main purpose of this wrapper is to add to the result the names of the datasets to facilitate plotting.

Usage

so2pls_crossval_o2m_adjR2(
  omicspls_input,
  a = 1:5,
  ax = seq(0, 10, by = 2),
  ay = seq(0, 10, by = 2),
  nr_folds = 10,
  ...
)

Arguments

omicspls_input

A named list of length 2, produced by get_input_omicspls.

a

Vector of positive integers, number of joint components to test.

ax

Vector of non-negative integers, number of specific components to test for the first dataset.

ay

Vector of non-negative integers, number of specific components to test for the second dataset.

nr_folds

Positive integer, number of folds to use for the cross-validation. Default value is 10.

...

Further arguments passed to the crossval_o2m_adjR2 function.

Value

A data-frame with four columns: MSE, n, nx and ny. Each row corresponds to an element in a.