SelectBoost-Style Variable Selection for Functional Data Analysis

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Documentation for package ‘SelectBoost.FDA’ version 0.5.0

• DESCRIPTION file
• User guides, package vignettes and other documentation
• Package NEWS
• Package README

Help Pages

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_selection	Plot FDA Selection Results
plot.fda_stability_selection	Plot FDA Selection Results
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