Multimodal Late Fusion with 'caret'


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Documentation for package ‘caretMultimodal’ version 1.0.0

Help Pages

caret_list Construct a 'caret_list' object
caret_stack Construct a 'caret_stack' object.
compute_ablation.caret_stack Perform an ablation analysis for a 'caret_stack'
compute_feature_contributions.caret_stack Compute the feature level contributions for a 'caret_stack'.
compute_metric.caret_stack Compute metrics with a provided metric function
compute_model_contributions.caret_stack Compute the relative contributions of each of the base models in the ensemble model
heart_failure_datasets Heart Failure Datasets
heart_failure_stack Pre-trained 'caret_stack' on Heart Failure Datasets
oof_predictions.caret_list Out-of-fold predictions from a 'caret_list'
oof_predictions.caret_stack Out-of-fold predictions from a caret_stack
plot_ablation.caret_stack Make a bar plot of an ablation analysis for a 'caret_stack'.
plot_feature_contributions.caret_stack Make a bar plot of feature level for a 'caret_stack'.
plot_metric.caret_stack Plot metrics computed with a provided metric function
plot_model_contributions.caret_stack Plot the relative contributions of each of the base models in the ensemble model
plot_roc.caret_stack Plot ROC curves for individual and ensemble models in a caret_stack
predict.caret_list Predict from a 'caret_list'
predict.caret_stack Create a matrix of predictions for a 'caret_stack' object.
prepare_mae Prepare a MultiAssayExperiment for use with caretMultimodal
summary.caret_list Provide a summary of the best tuning parameters and resampling metrics for all the 'caret_list' models.
summary.caret_stack Get a summary of a 'caret_stack' object