Functions for preparing your data for trac.
trac
aggregate_to_level()
Aggregate data to a fixed level
tax_table_to_phylo()
Convert a tax table to a phylo object
phylo_to_A()
Convert from phylo to the A matrix used in trac. Note this is similar to the A used in rare, but with the column of all ones (for the root) removed
Functions for fitting trac, choosing tuning parameter, and making predictions
trac()
Perform tree-based aggregation
cv_trac()
Perform cross validation for tuning parameter selection
predict_trac()
Make predictions based on a trac fit
sparse_log_contrast()
Perform sparse log-contrast regression
cv_sparse_log_contrast()
Perform cross validation for tuning parameter selection for sparse log contrast
plot_trac_path()
Plot trac coefficient path
plot_cv_trac()
Make a plot of the output of cv_trac
A gut microbiome data set used in vignette
sCD14
sCD14 data
Functions for fitting unregularized versions subject to the sparsity constraints learned by trac or sparse log-contrast
refit_trac()
Refit subject to sparsity constraints
refit_sparse_log_contrast()