S3VS1.0 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_GLM

Screening Predictors As 'Leading Variables' By Evaluating Predictor-Re...

get_leadvars_LM

Screening Predictors As 'Leading Variables' By Evaluating Predictor-Re...

get_leadvars_SURV

Screening Predictors As "Leading Variables" By Evaluating Predictor-Re...

get_leadvars

Screening Predictors As 'Leading Variables' By Evaluating Predictor-Re...

looprun

Decide Whether to Run Another S3VS Iteration

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 Gen...

pred_S3VS

Prediction Using S3VS-Selected Predictors

remove_vars

Aggregate Not-Selected Predictors for Removal Across Multiple Leading ...

S3VS_GLM

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

S3VS_LM

Structured Screen-and-Select Variable Selection in Linear Models

S3VS_SURV

Structured Screen-and-Select Variable Selection in Survival Models

S3VS-package

Structured Screen-and-Select Variable Selection in Linear, Generalized...

S3VS

Structured Screen-and-Select Variable Selection in Linear, Generalized...

select_vars

Aggregate Selected Predictors Across Multiple Leading Sets

update_y_GLM

Update Response Accounting for Selected Predictors in Generalized Line...

update_y_LM

Update Response Accounting for Selected Predictors in Linear Models

update_y

Update Response Accounting for Selected Predictors

VS_method_GLM

Variable Selection in Leading Sets for Generalized Linear Models under...

VS_method_LM

Variable Selection in Leading Sets for Linear Models under the S3VS Fr...

VS_method_SURV

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

VS_method

Variable Selection in Leading Sets under the S3VS Framework

Performs variable selection using the structured screen-and-select (S3VS) framework in linear models, generalized linear models with binary data, and survival models such as the Cox model and accelerated failure time (AFT) model.

  • Maintainer: Nilotpal Sanyal
  • License: GPL (>= 2)
  • Last published: 2026-01-13