# Variable Selection for Heterogeneous Populations

## Documentation for package ‘vennLasso’ version 0.1.1

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

## Help Pages

cv.vennLasso | Cross Validation for the vennLasso
estimate.hier.sparsity.param | function to estimate the hierarchical sparsity parameter for a desired level of sparsity for simulated hierarchical coefficients
genHierSparseBeta | function to generate coefficient matrix with hierarchical sparsity
genHierSparseData | function to generate data with hierarchical sparsity
logLik.vennLasso | log likelihood function for fitted vennLasso objects
oglasso | Overlapping Group Lasso (OGLasso)
plot.cv.vennLasso | Plot method for cv.vennLasso fitted objects
plot.vennLasso | Plot method for cv.vennLasso fitted objects
plotCoefs | plotting function to investigate estimated coefficients
plotSelections | plotting function to investigate hierarchical structure of selection
plotVenn | plotting function for venn diagrams of overlapping conditions
predict.cv.vennLasso | Prediction for Cross Validation Hierarchical Lasso Object
predict.vennLasso | Prediction for Hierarchical Shared Lasso
vennLasso | Fitting vennLasso models