create_pipelines {GeneSelectR}

Create Pipelines

Description

This function creates a list of Scikit-learn pipelines using the specified feature selection methods, preprocessing steps, and classifier.

Usage

create_pipelines(
  feature_selection_methods,
  preprocessing_steps,
  selected_methods,
  classifier,
  fs_param_grids
)

Arguments

feature_selection_methods

A list of feature selection methods to use for the pipelines.

preprocessing_steps

A list of preprocessing steps to use for the pipelines.

selected_methods

A vector of names of feature selection methods to use from the default set.

classifier

A Scikit-learn classifier to use as the final step in the pipelines.

fs_param_grids

param grid

Value

A list of Scikit-learn pipeline objects. Each pipeline is constructed based on the provided feature selection methods, preprocessing steps, and classifier. The list is named by feature selection methods.