Recent technological advances have enable the simultaneous collection of multi-omics data i.e., different types or modalities of molecular data, presenting challenges for integrative prediction modeling due to the heterogeneous, high-dimensional nature and possible missing modalities of some individuals. We introduce this package for late integrative prediction modeling, enabling modality-specific variable selection and prediction modeling, followed by the aggregation of the modality-specific predictions to train a final meta-model. This package facilitates conducting late integration predictive modeling in a systematic, structured, and reproducible way.
| Version: | 0.0.2 |
| Depends: | R (≥ 3.6.0) |
| Imports: | R6, stats, digest |
| Suggests: | testthat (≥ 3.0.0), UpSetR (≥ 1.4.0), caret, ranger, glmnet, Boruta, knitr, rmarkdown, pROC, checkmate |
| Published: | 2025-10-13 |
| DOI: | 10.32614/CRAN.package.fuseMLR |
| Author: | Cesaire J. K. Fouodo [aut, cre] |
| Maintainer: | Cesaire J. K. Fouodo <cesaire.kuetefouodo at uni-luebeck.de> |
| BugReports: | https://github.com/imbs-hl/fuseMLR/issues |
| License: | GPL-3 |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | fuseMLR results |
| Reference manual: | fuseMLR.html , fuseMLR.pdf |
| Vignettes: |
How does fuseMLR work? (source, R code) |
| Package source: | fuseMLR_0.0.2.tar.gz |
| Windows binaries: | r-devel: fuseMLR_0.0.2.zip, r-release: fuseMLR_0.0.2.zip, r-oldrel: fuseMLR_0.0.2.zip |
| macOS binaries: | r-release (arm64): fuseMLR_0.0.2.tgz, r-oldrel (arm64): fuseMLR_0.0.2.tgz, r-release (x86_64): fuseMLR_0.0.2.tgz, r-oldrel (x86_64): fuseMLR_0.0.2.tgz |
| Old sources: | fuseMLR archive |
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