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

## Documentation for package ‘S3VS’ version 1.0

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

## Help Pages

S3VS-package | Structured Screen-and-Select Variable Selection in Linear, Generalized Linear, and Survival Models
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
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
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
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