R: SelectBoost-Style Variable Selection for Functional Data Analysis

# SelectBoost-Style Variable Selection for Functional Data Analysis

## Documentation for package ‘SelectBoost.FDA’ version 0.5.0

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Package NEWS.

## 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