PipelineResults-class {GeneSelectR}

PipelineResults class

Description

A class to hold the results of GeneSelectR function.

Slots

best_pipeline

A named list containing parameters of the best performer pipeline

cv_results

A list of the cross-validation results for each pipeline.

inbuilt_feature_importance

A list of the inbuilt mean feature importances for each method across all splits.

permutation_importance

A list of the permutation importances for each method.

cv_mean_score

A data.frame of mean scores from cross-validation.

test_metrics

A data.frame containing metrics (F1, accuracy, precision, and recall) calculated on the unseen test set. Contains mean values across splits as well as standard deviation.