Stability-Selection via Correlated Resampling for 'GAMLSS' Models

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Documentation for package ‘SelectBoost.gamlss’ version 0.2.2

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

Help Pages

.family_defaults	Reasonable defaults
.family_tolerance	Per-family numeric tolerance for equality checks
.gen_family	Try to generate values for a family
AICc_gamlss	AICc for a gamlss fit
autoboost_gamlss	AutoBoost for GAMLSS (SelectBoost-style)
boys7482	Anthropometric measurements for Dutch boys (1997 reference)
check_fast_vs_generic	Numerical check: fast vs generic deviance log-likelihood
confidence_functionals	Confidence functionals from a c0 grid
confidence_table	Compute SelectBoost-like confidence table across c0
cv_deviance_sb	K-fold deviance for an sb_gamlss configuration
effect_plot	One-variable effect plot from an sb_gamlss (or gamlss) fit
fastboost_gamlss	FastBoost for GAMLSS (lightweight stability selection)
fast_vs_generic_ll	Compare fast vs generic deviance log-likelihood evaluation
get_density_fun	Get a density function for a gamlss family
knockoff_filter_mu	Knockoff filter for mu (approximate group control)
knockoff_filter_param	Knockoff filter for sigma/nu/tau (approximate group control)
loglik_gamlss_newdata	Log-likelihood (sum) on newdata given a gamlss fit
plot.sb_confidence	Plot confidence functionals
plot.SelectBoost_gamlss	Plot selection proportions for a single sb_gamlss
plot.SelectBoost_gamlss_grid	Plot summary for sb_gamlss_c0_grid
plot.summary.SelectBoost_gamlss	SelectBoost-style wrapper for GAMLSS
plot_sb_gamlss	Plot selection frequencies for sb_gamlss
plot_stability_curves	Plot stability curves p(c0) for selected terms
predict_params	Predict distribution parameters on newdata
print.effect_plot_failure	One-variable effect plot from an sb_gamlss (or gamlss) fit
sb_gamlss	SelectBoost for GAMLSS (stability selection)
sb_gamlss_c0_grid	Stability curves over a c0 grid for sb_gamlss
SelectBoost_gamlss	SelectBoost-style wrapper for GAMLSS
selection_table	Selection table accessor
summary.SelectBoost_gamlss	SelectBoost-style wrapper for GAMLSS
tune_sb_gamlss	Tune select engines/penalties via a small stability run