| align_feat_boruta | Create matrix with aligned feature sets from Boruta results. | 
| align_features | Create matrix with aligned feature sets from SVM SCAD... | 
| bootfs-package | Use multiple feature selection algorithms to derive robust... | 
| bootstrap_roc | Create roc curves from bootstrapping classification results. | 
| bsGBM | Wrapper for GBM bootstrapping | 
| bsPAMR | Perform PAMR bootstrapping. | 
| bsRFBORUTA | Perform RFBORUTA bootstrapping. | 
| bsSCAD | Perform SCAD SVM bootstrapping. | 
| bstr_multi | SVM SCAD bootstrapping classification and feature selection. | 
| control_params | Create control parameter object for the classifiers | 
| cvGBM | Make a crossvalidation using GBM. | 
| cv_gbmclass | Internal crossvalidation method for GBM classification | 
| cv_pamclass | Wrapper for PAMR classification call. | 
| cvPAMR | Main wrapper to call PAMR crossvalidation. | 
| cv_penalizedSVM | SVM SCAD crossvalidation. | 
| cvRFBORUTA | Crossvalidation for Random Forests with Boruta feature... | 
| cv_rfclass | Wrapper for RF Boruta classification crossvalidation. | 
| cvSCAD | Crossvalidation for SCAD SVM classification and feature... | 
| dist.eucsq | Squared euclidean distance metric. Used for ward clustering. | 
| doBS | Perform bootstrapped feature selection with multiple... | 
| doCV | Performance evaluation by crossvalidation for multiple... | 
| drawheat | Wrapper for heatmap drawing. | 
| extract_feat_boruta | Feature extraction for Boruta bootstrapping results. | 
| extract_feat_pam | Feature extraction for PAMR bootstrapping results. | 
| extract_feature_rankings | Feature ranking extraction for SVM SCAD bootstrapping... | 
| extract_features | Helper for feature extraction. | 
| extract_features_rf_boruta | Helper for feature extraction for RF Boruta. | 
| extractsignatures | Helper for extracting all feature signatures from a... | 
| fitGBM | Fit a Gradient Boosting Machine model. | 
| gbm_multi | Calling function to GBM bootstrapping | 
| get_ellipsis_a | Helper for importance graph drawing. | 
| get_feature_ranking | Get a feature ranking. Helper for SVM SCAD feature... | 
| get_pam_features | Helper for PAMR feature extraction. | 
| importance_igraph | Graphically represent the (co-)occurrences of a set of... | 
| layout.ellipsis | Layout function creating an ellipsis. | 
| makeIG | Create an importance graph from a bootstrapping result of a... | 
| resultBS | Summarise the results of a bootstrapping analysis. | 
| resultCV | create a result plot for all performed crossvalidations | 
| rf_multi | Wrapper for RF Boruta bootstrapping. | 
| roc | Draw ROC curve. | 
| run_pam | Wrapper for PAMR bootstrapping classification. | 
| select_bootstrap_data | Select bootstrapping samples preserving group member... | 
| select_cv_balanced | Balanced training/test set selection for crossvalidation. | 
| select_threshold | Find optimal threshold for PAMR feature selection. | 
| simDataSet | simDataSet - simulation of exemplary dataset | 
| svmclass | Wrapper for SVM SCAD classification call. | 
| ward | Clustering function using ward clustering. | 
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