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

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Documentation for package ‘varPro’ version 3.4.0

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 and Plot Variable Importance
importance.rhf Calculate and Plot Variable Importance
importance.uvarpro Calculate and Plot Variable Importance
importance.varpro Calculate and Plot Variable Importance
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 Partial Prediction Profiles for Individual Observations
plot.ivarpro Plot Individual Variable Priority
plot.partialpro Plot Partial Profiles from a VarPro Analysis
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