Package: mrIML Type: Package Title: Multi-Response (Multivariate) Interpretable Machine Learning Version: 2.2.0 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) and Fountain-Jones et al. (2024) . 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 Roxygen: list(markdown = TRUE) 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 Config/pak/sysreqs: cmake make libicu-dev libuv1-dev Repository: https://nickfountainjones.r-universe.dev Date/Publication: 2025-11-14 02:07:03 UTC RemoteUrl: https://github.com/nickfountainjones/mriml RemoteRef: HEAD RemoteSha: 81c48bd47d47d2f78278f011f5a33beb5500663a NeedsCompilation: no Packaged: 2026-06-12 10:09:43 UTC; root Author: Nick Fountain-Jones [aut, cre, cph] (ORCID: ), Ryan Leadbetter [aut] (ORCID: ), Gustavo Machado [aut] (ORCID: ), Chris Kozakiewicz [aut], Nick Clark [aut] Maintainer: Nick Fountain-Jones