Package: randomForestExplainer Title: Explaining and Visualizing Random Forests in Terms of Variable Importance Version: 0.11.0 Authors@R: c( person("Aleksandra", "Paluszynska", email = "ola.paluszynska@gmail.com", role = c("aut")), person("Przemyslaw", "Biecek", email = "przemyslaw.biecek@gmail.com", role = c("aut","ths")), person("Michael", "Mayer", email = "mayermichael79@gmail.com", role = c("aut")), person("Olivier", "Roy", role = c("aut")), person("Yue", "Jiang", email = "rivehill@gmail.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-9798-5517")) ) Description: A set of tools to help explain which variables are most important in a random forests. Various variable importance measures are calculated and visualized in different settings in order to get an idea on how their importance changes depending on our criteria (Hemant Ishwaran and Udaya B. Kogalur and Eiran Z. Gorodeski and Andy J. Minn and Michael S. Lauer (2010) , Leo Breiman (2001) ). Depends: R (>= 3.5.0) License: GPL Encoding: UTF-8 Imports: data.table (>= 1.10.4), dplyr (>= 0.7.1), DT (>= 0.2), GGally (>= 1.3.0), ggplot2 (>= 3.4.0), ggrepel (>= 0.6.5), randomForest (>= 4.6.12), ranger(>= 0.9.0), rlang, rmarkdown (>= 1.5), tidyr Suggests: knitr, MASS (>= 7.3.47), testthat VignetteBuilder: knitr RoxygenNote: 7.3.0 URL: https://github.com/ModelOriented/randomForestExplainer, https://modeloriented.github.io/randomForestExplainer/ Config/testthat/edition: 3 Config/Needs/website: ModelOriented/DrWhyTemplate Config/pak/sysreqs: cmake make libicu-dev libuv1-dev libssl-dev Repository: https://modeloriented.r-universe.dev Date/Publication: 2024-03-22 23:28:05 UTC RemoteUrl: https://github.com/modeloriented/randomforestexplainer RemoteRef: HEAD RemoteSha: c92335e7261fab2687827f095e56d4cf46db0deb NeedsCompilation: no Packaged: 2026-07-03 19:51:08 UTC; root Author: Aleksandra Paluszynska [aut], Przemyslaw Biecek [aut, ths], Michael Mayer [aut], Olivier Roy [aut], Yue Jiang [aut, cre] (ORCID: ) Maintainer: Yue Jiang