Package: IntegratedLearner 0.99.2
IntegratedLearner: Integrated Multi-Omics Learning for Survival and Other Outcomes
Provides a unified interface for multi-omics prediction using early and late fusion for continuous, binary, multiclass, and survival outcomes. It supports both MultiAssayExperiment and PCL-style inputs, performs input validation and feature/sample harmonization across layers, and provides model fitting, prediction, plotting, and variable-importance utilities.
Authors:
IntegratedLearner_0.99.2.tar.gz
IntegratedLearner_0.99.2.zip(r-4.7-any)IntegratedLearner_0.99.2.zip(r-4.6-any)IntegratedLearner_0.99.2.zip(r-4.5-any)
IntegratedLearner_0.99.2.tgz(r-4.6-any)IntegratedLearner_0.99.2.tgz(r-4.5-any)
IntegratedLearner_0.99.2.tar.gz(r-4.7-any)IntegratedLearner_0.99.2.tar.gz(r-4.6-any)
IntegratedLearner_0.99.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
IntegratedLearner/json (API)
| # Install 'IntegratedLearner' in R: |
| install.packages('IntegratedLearner', repos = c('https://biocstaging.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/himelmallick/integratedlearner/issues
- Franzosa_MAE_train - Franzosa multiclass MAE training fixture
- Franzosa_MAE_valid - Franzosa multiclass MAE validation fixture
- FranzosaE_2019_CuratedMetabolome - Franzosa et al. 2019 training metabolome table
- FranzosaE_2019_CuratedMetadata - Franzosa et al. 2019 training metadata
- FranzosaE_2019_CuratedSpeciesProfile - Franzosa et al. 2019 training species profile
- FranzosaE_2019_Validation_CuratedMetabolome - Franzosa et al. 2019 validation metabolome table
- FranzosaE_2019_Validation_CuratedMetadata - Franzosa et al. 2019 validation metadata
- FranzosaE_2019_Validation_CuratedSpeciesProfile - Franzosa et al. 2019 validation species profile
- gene_all - TCGA BRCA gene-level table
- mir_all - TCGA BRCA microRNA-level table
- NLIBD - NLIBD binary-outcome PCL fixture
- NLIBD_MAE - NLIBD binary-outcome MAE fixture
- pregnancy - Pregnancy continuous-outcome PCL fixture
- pregnancy_MAE - Pregnancy continuous-outcome MAE fixture
- PRISM - PRISM binary-outcome PCL fixture
- PRISM_MAE - PRISM binary-outcome MAE fixture
- TCGA_survival_MAE_train - TCGA BRCA survival MAE training fixture
- TCGA_survival_MAE_valid - TCGA BRCA survival MAE validation fixture
softwareclassificationsurvivalmicrobiomeopenjdk
Last updated from:6249b71983. Checks:1 NOTE, 9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | NOTE | 234 | ||
| linux-devel | OK | 274 | ||
| source / vignettes | OK | 451 | ||
| linux-release | OK | 261 | ||
| macos-release | OK | 156 | ||
| macos-oldrel | OK | 159 | ||
| windows-devel | OK | 192 | ||
| windows-release | OK | 178 | ||
| windows-oldrel | OK | 185 | ||
| wasm-release | OK | 198 |
Exports:auc_objIL_conbinIL_multiclassIL_survivalILsurvIntegratedLearnerNNLSsl_bartsl_enetsl_glmnet2sl_horseshoesl_lassosl_nnls_aucupdate.learner
Dependencies:abindbackportsBARTbartMachinebartMachineJARsbase64encbayesplotbayesregBiobaseBiocBaseUtilsBiocGenericsbitopsbslibcachemcaretcaToolscheckmateclasscliclockclustercmprskcodetoolscolorspacecowplotCoxBoostcpp11cvAUCdata.tableDelayedArraydiagramdigestdistributionaldoParalleldoRNGdplyre1071evaluatefarverfastmapfontawesomeforeachforeignFormulafsfuturefuture.applygamgbmgenericsGenomicRangesggdistggplot2ggridgesglmnetglmnetUtilsglobalsgluegowergplotsgridExtragtablegtoolshardhathighrHmischtmlTablehtmltoolshtmlwidgetsinumipredIRangesisobanditeratorsitertoolsjquerylibjsonliteKernSmoothknitrlabelinglatticelavalibcoinlifecyclelistenvlubridatemagrittrMASSMatrixMatrixGenericsMatrixModelsmatrixStatsmboostmemoisemetsmimemissForestModelMetricsmultcompMultiAssayExperimentmvtnormnlmenloptrnnetnnlsnumDerivparallellypartykitpecpgdrawpillarpkgconfigplotrixplyrpolsplineposteriorpROCprodlimprogressrproxyPublishpurrrquadprogquantregR6randomForestrangerrappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackrecipesreshape2riskRegressionrJavarlangrmarkdownrmsrngtoolsROCRrpartrstudioapiS4ArraysS4VectorsS7sandwichsassscalesSeqinfoshapeSparseArraySparseMsparsevctrsSQUAREMstabsstringistringrstrucchangeSummarizedExperimentSuperLearnersurvivaltensorATH.datatibbletidyrtidyselecttimechangetimeDatetimeregtimeROCtinytextzdbutf8vctrsviridisLitewithrxfunxgboostXVectoryamlzoo