Package: bioLeak 0.3.8
bioLeak: Leakage-Safe Modeling and Auditing for Genomic and Clinical Data
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.
Authors:
bioLeak_0.3.8.tar.gz
bioLeak_0.3.8.zip(r-4.7)bioLeak_0.3.8.zip(r-4.6)bioLeak_0.3.8.zip(r-4.5)
bioLeak_0.3.8.tgz(r-4.6-any)bioLeak_0.3.8.tgz(r-4.5-any)
bioLeak_0.3.8.tar.gz(r-4.7-any)bioLeak_0.3.8.tar.gz(r-4.6-any)
bioLeak_0.3.8.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
bioLeak/json (API)
| # Install 'bioLeak' in R: |
| install.packages('bioLeak', repos = c('https://selcukorkmaz.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/selcukorkmaz/bioleak/issues
Last updated from:66bc58f848. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 281 | ||
| source / vignettes | OK | 330 | ||
| linux-release-x86_64 | OK | 272 | ||
| macos-release-arm64 | OK | 172 | ||
| macos-oldrel-arm64 | OK | 152 | ||
| windows-devel | OK | 256 | ||
| windows-release | OK | 275 | ||
| windows-oldrel | OK | 246 | ||
| wasm-release | OK | 176 |
Exports:as_leaksplitsas_rsampleaudit_batch_assocaudit_duplicatesaudit_infoaudit_leakageaudit_leakage_by_learneraudit_perm_gapaudit_reportaudit_target_assocbenchmark_leakage_suitecalibration_summarycheck_split_overlapconfounder_sensitivitycv_cidelta_lsidlsi_cidlsi_metricdlsi_p_valuedlsi_R_effdlsi_repeatsdlsi_robustdlsi_tierfit_metricsfit_resampleguard_ensure_levelsguard_fitguard_to_recipeimpute_guardedmake_split_planplotplot_calibrationplot_confounder_sensitivityplot_dlsi_repeatsplot_fold_balanceplot_overlap_checksplot_perm_distributionplot_time_acfpredict_guardshowsimulate_leakage_suitetune_resample
Dependencies:abindBiobaseBiocGenericsclicodetoolscpp11DelayedArraydigestdplyrfarvergenericsGenomicRangesggplot2globalsgluegtablehardhatIRangesisobandlabelinglatticelifecyclemagrittrMatrixMatrixGenericsmatrixStatsparsnippillarpkgconfigprettyunitspurrrR6RColorBrewerrlangS4ArraysS4VectorsS7scalesSeqinfoSparseArraysparsevctrsstringistringrSummarizedExperimenttibbletidyrtidyselectutf8vctrsviridisLitewithrXVector
