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

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Documentation for package ‘S3VS’ version 1.0

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

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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