mrIML: Multi-Response (Multivariate) Interpretable Machine Learning

Builds and interprets multi-response machine learning models using 'tidymodels' syntax. Users can supply a tidy model, and 'mrIML' automates the process of fitting multiple response models to multivariate data and applying interpretable machine learning techniques across them. For more details see Fountain-Jones (2021) <doi:10.1111/1755-0998.13495> and Fountain-Jones et al. (2024) <doi:10.22541/au.172676147.77148600/v1>.

Version: 2.2.0
Depends: R (≥ 3.5.0)
Imports: dplyr, magrittr, rlang, ggplot2, patchwork, purrr, recipes, rsample, tibble, tidyr, tidyselect, tune, workflows, yardstick, flashlight, future.apply, MetricsWeighted, finetune, hstats
Suggests: knitr, rmarkdown, testthat (≥ 3.0.0), ape, vegan, hardhat, ggrepel, themis, MRFcov, lme4, randomForest, ggnetwork, igraph, tidymodels, tidyverse, parsnip, gridExtra, future, generics, missForest, kernelshap, shapviz
Published: 2025-11-21
DOI: 10.32614/CRAN.package.mrIML
Author: Nick Fountain-Jones ORCID iD [aut, cre, cph], Ryan Leadbetter ORCID iD [aut], Gustavo Machado ORCID iD [aut], Chris Kozakiewicz [aut], Nick Clark [aut]
Maintainer: Nick Fountain-Jones <nick.fountainjones at utas.edu.au>
BugReports: https://github.com/nickfountainjones/mrIML/issues
License: MIT + file LICENSE
URL: https://github.com/nickfountainjones/mrIML
NeedsCompilation: no
Materials: README, NEWS
CRAN checks: mrIML results

Documentation:

Reference manual: mrIML.html , mrIML.pdf
Vignettes: mrIML (source, R code)

Downloads:

Package source: mrIML_2.2.0.tar.gz
Windows binaries: r-devel: mrIML_2.2.0.zip, r-release: mrIML_2.2.0.zip, r-oldrel: mrIML_2.2.0.zip
macOS binaries: r-release (arm64): mrIML_2.2.0.tgz, r-oldrel (arm64): mrIML_2.2.0.tgz, r-release (x86_64): mrIML_2.2.0.tgz, r-oldrel (x86_64): mrIML_2.2.0.tgz
Old sources: mrIML archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=mrIML to link to this page.