Reference

All functions

S3VS-package

Structured Screen-and-Select Variable Selection in Linear, Generalized Linear, and Survival Models

S3VS()

Structured Screen-and-Select Variable Selection in Linear, Generalized Linear, and Survival Models

S3VS_GLM()

Structured Screen-and-Select Variable Selection in Generalized Linear Models

S3VS_LM()

Structured Screen-and-Select Variable Selection in Linear Models

S3VS_SURV()

Structured Screen-and-Select Variable Selection in Survival Models

VS_method()

Variable Selection in Leading Sets under the S3VS Framework

VS_method_GLM()

Variable Selection in Leading Sets for Generalized Linear Models under the S3VS Framework

VS_method_LM()

Variable Selection in Leading Sets for Linear Models under the S3VS Framework

VS_method_SURV()

Variable Selection in Leading Sets for Survival Models under the S3VS Framework

bridge_aft()

Bridge-Penalized AFT Regression via Iteratively Reweighted LASSO

get_leadsets()

Identify Leading Sets of Covariates via Inter-Predictor Associations

get_leadvars()

Screening Predictors As 'Leading Variables' By Evaluating Predictor-Response Associations

get_leadvars_GLM()

Screening Predictors As 'Leading Variables' By Evaluating Predictor-Response Associations In Generalized Linear Models

get_leadvars_LM()

Screening Predictors As 'Leading Variables' By Evaluating Predictor-Response Associations In Linear Models

get_leadvars_SURV()

Screening Predictors As "Leading Variables" By Evaluating Predictor-Response Associations In Survival Models

looprun()

Decide Whether to Run Another S3VS Iteration

pred_S3VS()

Prediction Using S3VS-Selected Predictors

pred_S3VS_GLM()

Prediction Using S3VS-Selected Predictors in Survival Models

pred_S3VS_LM()

Prediction Using S3VS-Selected Predictors in Linear Models

pred_S3VS_SURV()

Predicted Survival Probabilities Using S3VS-Selected Predictors in Generalized Linear Models

remove_vars()

Aggregate Not-Selected Predictors for Removal Across Multiple Leading Sets

select_vars()

Aggregate Selected Predictors Across Multiple Leading Sets

update_y()

Update Response Accounting for Selected Predictors

update_y_GLM()

Update Response Accounting for Selected Predictors in Generalized Linear Models

update_y_LM()

Update Response Accounting for Selected Predictors in Linear Models