Model-Independent Variable Selection via the Rule-Based Variable Priority

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Documentation for package ‘varPro’ version 3.3.0

• DESCRIPTION file.
• Package NEWS.

Help Pages

alzheimers	Alzheimer's Disease Dataset
cv.varpro	Select VarPro Predictors and Assess Selection by Cross-Validation
get.beta.entropy	Unsupervised Variable Selection and Dependence Graphs using UVarPro
glioma	Diffuse Adult Glioma
hrrecov	Exercise Heart Rate Recovery and Mortality
importance	Calculate Importance for VarPro and UVarPro Objects
importance.rhf	Calculate Importance for VarPro and UVarPro Objects
importance.uvarpro	Calculate Importance for VarPro and UVarPro Objects
importance.varpro	Calculate Importance for VarPro and UVarPro Objects
isopro	Identify Anomalous Data
ivarpro	Individual Variable Priority: Case-Specific Local Gradients
outpro	Out-of-Distribution Scoring with outPro
outpro.null	Out-of-Distribution Scoring with outPro
partialpro	Case-local Partial Profiles for VarPro Variables
plot.ivarpro	Plot Individual Variable Priority
plot.partialpro	Plot method for partialpro objects
predict.isopro	Prediction for Isopro for Identifying Anomalous Data
predict.ivarpro	Predict Individual Variable Priority for New Cases
predict.uvarpro	Prediction on Test Data using Unsupervised VarPro
predict.varpro	Prediction on Test Data using VarPro
sdependent	Unsupervised Variable Selection and Dependence Graphs using UVarPro
shap.ivarpro	Plot Individual Variable Priority
uvarpro	Unsupervised Variable Selection and Dependence Graphs using UVarPro
varpro	Model-Independent Variable Selection via the Rule-Based Variable Priority (VarPro)
varpro.news	Show the NEWS file
varpro.strength	Obtain Strength Array and Other Values from a VarPro Object