benchmark_spfc          Benchmark SPFC Across Covariance Estimators
binary_classification_metrics
                        Compute Binary Classification Metrics
coef.spfc               Extract SPFC Fit from Complete Workflow
coef.spfc_fit           Extract SPFC Coefficients
compare_covariance_methods
                        Compare Covariance Estimators in SPFC
create_cv_folds         Create K-fold Cross-validation Folds
create_spfc_design_grid
                        Create an SPFC Simulation Design Grid
create_train_test_split
                        Create Train-test Split
cse                     Convex Sum Covariance Estimator
estimate_covariance     Estimate a Regularised Covariance Matrix
evaluate_reduced_model
                        Evaluate a Reduced Model
evaluate_spfc_cv        Evaluate SPFC with K-fold Cross-validation
evaluate_spfc_train_test
                        Evaluate SPFC with Train-test Validation
fit_reduced_model       Fit Reduced Downstream Model
fitted.spfc             Extract Reduced Scores from Complete Workflow
fitted.spfc_fit         Fitted SPFC Scores
mec                     Maximum Entropy Covariance Estimator
oas                     Oracle Approximating Shrinkage-Type Covariance
                        Estimator
plot_dimension_selection
                        Plot Dimension-Selection Criteria
plot_metric_by_covariance
                        Plot SPFC Simulation Metric by Covariance
                        Method
plot_rmse_by_covariance
                        Plot RMSE by Covariance Method
plot_runtime_by_covariance
                        Plot Runtime by Covariance Method
plot_spfc_scores        Plot SPFC Reduced Scores
plot_subspace_distance_by_covariance
                        Plot Subspace Distance by Covariance Method
predict.ridge_logistic_fit
                        Predict from Ridge Logistic Regression
predict.spfc            Predict SPFC Scores from Complete Workflow
predict.spfc_fit        Predict SPFC Scores for New Data
predict_reduced_model   Predict from a Reduced Model Fit
print.spfc              Print Complete SPFC Workflow
print.spfc_benchmark    Print SPFC Benchmark
print.spfc_fit          Print an SPFC Fit
print.summary.spfc      Print Summary of Complete SPFC Workflow
print.summary.spfc_benchmark
                        Print Summary of SPFC Benchmark
print.summary.spfc_fit
                        Print Summary of an SPFC Fit
rank_covariance_methods
                        Rank Covariance Methods from Simulation
                        Summaries
run_spfc_design         Run an SPFC Simulation Design
run_spfc_simulation     Run a Small SPFC Simulation Study
score_information_criteria
                        Score Information Criteria for a Reduced Model
sde                     Stipulated Diagonal Covariance Estimator
simulate_spfc_binary    Simulate Binary High-Dimensional Classification
                        Data
simulate_spfc_continuous
                        Simulate Continuous High-Dimensional PFC Data
spfc                    Fit a Complete SPFC Workflow
spfc_fit                Fit Shrinkage Principal Fitted Components
spfc_select_dimension   Select Structural Dimension for SPFC
spfc_select_variables   Select Variables from SPFC Directions
sre                     Stipulated Ridge Covariance Estimator
subspace_distance       Compute Subspace Distance
summarise_spfc_simulation
                        Summarise SPFC Simulation Results
summary.spfc            Summarise Complete SPFC Workflow
summary.spfc_benchmark
                        Summarise SPFC Benchmark
summary.spfc_fit        Summarise an SPFC Fit
variable_selection_metrics
                        Compute Variable-Selection Performance
