Stability-Selection via Correlated Resampling for
Beta-Regression Models
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Documentation for package ‘SelectBoost.beta’ version 0.4.5
Help Pages
| autoplot.sb_beta | User-friendly methods for 'sb_beta()' results |
| autoplot.sb_beta, | User-friendly methods for 'sb_beta()' results |
| betareg_enet_gamlss | Beta regression Elastic-Net via GAMLSS (gamlss.lasso) |
| betareg_glmnet | Pure glmnet IRLS selector for Beta regression |
| betareg_lasso_gamlss | Beta regression LASSO via GAMLSS |
| betareg_step_aic | Stepwise Beta regression by AIC |
| betareg_step_aicc | Stepwise Beta regression by AICc (finite-sample corrected AIC) |
| betareg_step_bic | Stepwise Beta regression by BIC |
| compare_selectors_bootstrap | Bootstrap selection frequencies across selectors |
| compare_selectors_single | Run all selectors once on a dataset |
| compare_table | Merge single-run results and bootstrap frequencies |
| fastboost_interval | Interval-response stability selection (fastboost variant) |
| plot_compare_coeff | Side-by-side coefficient heatmap |
| plot_compare_freq | Side-by-side selection-frequency heatmap |
| print.sb_beta | User-friendly methods for 'sb_beta()' results |
| print.sb_beta, | User-friendly methods for 'sb_beta()' results |
| print.summary.sb_beta | User-friendly methods for 'sb_beta()' results |
| print.summary.sb_beta, | User-friendly methods for 'sb_beta()' results |
| sb_apply_selector_manual | Apply a selector to a collection of resampled designs |
| sb_beta | SelectBoost for beta-regression models |
| sb_beta_interval | SelectBoost workflow for interval responses |
| sb_compute_corr | Core helpers for SelectBoost-style beta regression |
| sb_group_variables | Core helpers for SelectBoost-style beta regression |
| sb_normalize | Core helpers for SelectBoost-style beta regression |
| sb_resample_groups | Generate correlated design replicates for a set of groups |
| sb_selection_frequency | Compute selection frequencies from coefficient paths |
| simulation_DATA.beta | Simulate *interval* Beta-regression data (flexible) |
| summary.sb_beta | User-friendly methods for 'sb_beta()' results |
| summary.sb_beta, | User-friendly methods for 'sb_beta()' results |