Package: mrIML
Type: Package
Title: Multi-Response (Multivariate) Interpretable Machine Learning
Version: 2.1.0
Authors@R: c(
    person("Nick", "Fountain-Jones", , "nick.fountainjones@utas.edu.au", role = c("aut", "cre", "cph"),
           comment = c(ORCID = "0000-0001-9248-8493")),
    person("Ryan", "Leadbetter", , "ryan.leadbetter@utas.edu.au", role = c("aut"),
           comment = c(ORCID = "0000-0002-1942-3121")),
    person("Gustavo", "Machado", , "gmachad@ncsu.edu", role = c("aut"),
           comment = c(ORCID = "0000-0001-7552-6144")),
    person("Chris", "Kozakiewicz", role = "aut"),
    person("Nick", "Clark", role = "aut")
  )
Description: 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>.
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
License: MIT + file LICENSE
LazyData: true
VignetteBuilder: knitr, rmarkdown
RoxygenNote: 7.3.2
URL: https://github.com/nickfountainjones/mrIML
BugReports: https://github.com/nickfountainjones/mrIML/issues
Config/testthat/edition: 3
Encoding: UTF-8
Config/Needs/website: rmarkdown
NeedsCompilation: no
Packaged: 2025-07-25 06:50:25 UTC; ryanleadbetter
Author: Nick Fountain-Jones [aut, cre, cph] (ORCID:
    <https://orcid.org/0000-0001-9248-8493>),
  Ryan Leadbetter [aut] (ORCID: <https://orcid.org/0000-0002-1942-3121>),
  Gustavo Machado [aut] (ORCID: <https://orcid.org/0000-0001-7552-6144>),
  Chris Kozakiewicz [aut],
  Nick Clark [aut]
Maintainer: Nick Fountain-Jones <nick.fountainjones@utas.edu.au>
Repository: CRAN
Date/Publication: 2025-07-28 18:40:02 UTC
Built: R 4.5.2; ; 2025-11-08 04:57:25 UTC; windows
