Bootstrap Prediction Uncertainty and Its Biological Drivers in Gene-Expression Models


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Documentation for package ‘uncertR’ version 0.1.3

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boot_uncertainty Bootstrap ensemble with out-of-bag predictions
clr_transform Centered log-ratio transform for compositional fractions
collapse_rare_levels Collapse rare factor levels
tumor_covariates Assemble covariates that may drive uncertainty
uncertainty_drivers Which covariates explain prediction uncertainty?
uncertainty_score Per-sample uncertainty score from OOB predictions
validate_uncertainty Does the uncertainty score track real error?