Package: RMSS 1.1.1

RMSS: Robust Multi-Model Subset Selection

Efficient algorithms for generating ensembles of robust, sparse and diverse models via robust multi-model subset selection (RMSS). The robust ensembles are generated by minimizing the sum of the least trimmed square loss of the models in the ensembles under constraints for the size of the models and the sharing of the predictors. Tuning parameters for the robustness, sparsity and diversity of the robust ensemble are selected by cross-validation.

Authors:Anthony Christidis [aut, cre], Gabriela Cohen-Freue [aut]

RMSS_1.1.1.tar.gz
RMSS_1.1.1.zip(r-4.5)RMSS_1.1.1.zip(r-4.4)RMSS_1.1.1.zip(r-4.3)
RMSS_1.1.1.tgz(r-4.4-x86_64)RMSS_1.1.1.tgz(r-4.4-arm64)RMSS_1.1.1.tgz(r-4.3-x86_64)RMSS_1.1.1.tgz(r-4.3-arm64)
RMSS_1.1.1.tar.gz(r-4.5-noble)RMSS_1.1.1.tar.gz(r-4.4-noble)
RMSS_1.1.1.tgz(r-4.4-emscripten)RMSS_1.1.1.tgz(r-4.3-emscripten)
RMSS.pdf |RMSS.html
RMSS/json (API)
NEWS

# Install 'RMSS' in R:
install.packages('RMSS', repos = c('https://anthonychristidis.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/anthonychristidis/rmss/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

3 exports 1 stars 0.93 score 52 dependencies 4 scripts 168 downloads

Last updated 15 days agofrom:53096181c8. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 02 2024
R-4.5-win-x86_64OKSep 02 2024
R-4.5-linux-x86_64OKSep 02 2024
R-4.4-win-x86_64OKSep 02 2024
R-4.4-mac-x86_64OKSep 02 2024
R-4.4-mac-aarch64OKSep 02 2024
R-4.3-win-x86_64OKSep 02 2024
R-4.3-mac-x86_64OKSep 02 2024
R-4.3-mac-aarch64OKSep 02 2024

Exports:cv.RMSSRMSStrimmed_samples

Dependencies:cellWiseclicodetoolscolorspaceDEoptimRfansifarverforeachggplot2glmnetgluegridExtragtableisobanditeratorslabelinglatticelifecyclemagrittrMASSMatrixmatrixStatsmgcvmunsellmvtnormnlmepcaPPpillarpkgconfigplyrR6RColorBrewerRcppRcppArmadilloRcppEigenreshape2rlangrobStepSplitRegrobustbaserrcovscalesshapesrlarsstringistringrsurvivalsvdtibbleutf8vctrsviridisLitewithr