Package index • SelectBoost.FDA

All functions

apply_fda_preprocessor(): Apply an FDA Preprocessor
as_functional_matrix(): Flatten Functional Predictors Into a Matrix
benchmark_selection_methods(): Benchmark FDA Selection Methods on Shared Ground Truth
calibrate_interval_width(): Calibrate Interval Widths
calibrate_selectboost(): Calibrate SelectBoost c0 Values
calibrate_stability_selection(): Calibrate Stability-Selection Parameters
compare_selection_methods(): Compare FDA Selection Methods
evaluate_selection(): Evaluate Selection Recovery Against Ground Truth
fda_basis(): Basis-Expanded Functional Predictor
fda_bspline(): Spline-Basis Preprocessing Spec
fda_design(): Functional Design Object
fda_design_formula(): Build an FDA Design from a Formula
fda_fpca(): FPCA Preprocessing Spec
fda_grid(): Functional Predictor on a Common Grid
fda_identity(): Identity Preprocessing Spec
fda_scalar(): Scalar Predictor Constructor
fda_standardize(): Standardization Preprocessing Spec
fdboost_stability_selection(): Stability Selection for FDboost Fits
fit_fda_preprocessor(): Fit an FDA Preprocessor
fit_selectboost(): Fit SelectBoost from an FDA Design
fit_selectboost_formula(): Fit FDA-SelectBoost from a Formula
fit_stability(): Fit Grouped Stability Selection from an FDA Design
fit_stability_formula(): Fit Stability Selection from a Formula
functional_association(): Functional Association Matrix
functional_block_groups(): Block-Level Groups for Functional Predictors
functional_interval_groups(): Interval Groups for Discretized Functional Predictors
interval_stability_selection(): Interval Stability Selection
make_functional_grouping_function(): FDA-Aware Grouping Function for SelectBoost
motion_example: Smooth Trajectory Functional Example
plain_selectboost(): Plain SelectBoost Baseline for Functional Predictors
plot(<fda_stability_selection>) plot(<selectboost_fda_result>): Plot FDA Selection Results
run_selectboost_sensitivity_study(): Run a Targeted Sensitivity Study for FDA-SelectBoost
run_simulation_study(): Run a Repeated FDA Simulation Study
selectboost_fda(): FDA-Oriented SelectBoost Wrapper
selected(): Extract Selected Features or Groups
selection_map(): Feature-Level Selection Map
simulate_fda_scenario(): Simulate an FDA Benchmark Scenario
spectra_example: Spectroscopy-Style Functional Example
stability_selection_fda(): Grouped Stability Selection for Functional Predictors
suggest_c0_grid(): Suggest a c0 Grid for FDA-SelectBoost
summarise_benchmark_advantage(): Summarize the Advantage of FDA-SelectBoost Over Baselines
summarise_benchmark_performance(): Summarize Benchmark Performance by Method