Package index

High-Level Pruning

Main functions for predictor pruning

corrPrune()

Association-Based Predictor Pruning

modelPrune()

Model-Based Predictor Pruning

Exact Subset Enumeration

Graph-theoretic algorithms for exhaustive search

corrSelect()

Select Variable Subsets with Low Correlation (Data Frame Interface)

assocSelect()

Select Variable Subsets with Low Association (Mixed-Type Data Frame Interface)

MatSelect()

Select Variable Subsets with Low Correlation or Association (Matrix Interface)

Utility Functions

Helper functions for working with results

show(<CorrCombo>)

CorrCombo S4 class

as.data.frame(<CorrCombo>)

Coerce CorrCombo to a Data Frame

corrSubset()

Extract Variable Subsets from a CorrCombo Object

corrselect-package corrselect

corrselect: Correlation-Based and Model-Based Predictor Pruning

Example Datasets

Realistic datasets for vignettes

bioclim_example

Example Bioclimatic Data for Ecological Modeling

survey_example

Example Survey Data for Social Science Research

genes_example

Example Gene Expression Data for Bioinformatics

longitudinal_example

Example Longitudinal Data for Clinical Research

cor_example

Example Correlation Matrix with Block Structure