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Prevents and detects information leakage in biomedical machine learning. Provides leakage-resistant split policies (subject-grouped, batch-blocked, study leave-out, time-ordered), guarded preprocessing (train-only imputation, normalization, filtering, feature selection), cross-validated fitting with common learners, permutation-gap auditing, batch and fold association tests, and duplicate detection.
Package details |
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| Author | Selcuk Korkmaz [aut, cre] (ORCID: <https://orcid.org/0000-0003-4632-6850>) |
| Bioconductor views | Classification GeneExpression QualityControl Regression Reproducibility Software Survival Workflow |
| Maintainer | Selcuk Korkmaz <selcukorkmaz@gmail.com> |
| License | MIT + file LICENSE |
| Version | 0.3.0 |
| URL | https://github.com/selcukorkmaz/bioLeak |
| Package repository | View on CRAN |
| Installation |
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