Interpretability methods to analyze the behavior and predictions of any machine learning model. Implemented methods are: Feature importance described by Fisher et al. (2018) <doi:10.48550/arxiv.1801.01489>, accumulated local effects plots described by Apley (2018) <doi:10.48550/arxiv.1612.08468>, partial dependence plots described by Friedman (2001) <www.jstor.org/stable/2699986>, individual conditional expectation ('ice') plots described by Goldstein et al. (2013) <doi:10.1080/10618600.2014.907095>, local models (variant of 'lime') described by Ribeiro et. al (2016) <doi:10.48550/arXiv.1602.04938>, the Shapley Value described by Strumbelj et. al (2014) <doi:10.1007/s10115-013-0679-x>, feature interactions described by Friedman et. al <doi:10.1214/07-AOAS148> and tree surrogate models.
Version: | 0.11.3 |
Imports: | checkmate, data.table, Formula, future, future.apply, ggplot2, Metrics, R6 |
Suggests: | ALEPlot, bench, bit64, caret, covr, e1071, future.callr, glmnet, gower, h2o, keras (≥ 2.2.5.0), knitr, MASS, mlr, mlr3, party, partykit, patchwork, randomForest, ranger, rmarkdown, rpart, testthat, yaImpute |
Published: | 2024-04-27 |
DOI: | 10.32614/CRAN.package.iml |
Author: | Giuseppe Casalicchio [aut, cre], Christoph Molnar [aut], Patrick Schratz [aut] |
Maintainer: | Giuseppe Casalicchio <giuseppe.casalicchio at lmu.de> |
BugReports: | https://github.com/giuseppec/iml/issues |
License: | MIT + file LICENSE |
URL: | https://giuseppec.github.io/iml/, https://github.com/giuseppec/iml/ |
NeedsCompilation: | no |
Citation: | iml citation info |
Materials: | NEWS |
In views: | MachineLearning |
CRAN checks: | iml results |
Reference manual: | iml.pdf |
Vignettes: |
Introduction to iml: Interpretable Machine Learning in R Parallel computation of interpretation methods |
Package source: | iml_0.11.3.tar.gz |
Windows binaries: | r-devel: iml_0.11.3.zip, r-release: iml_0.11.3.zip, r-oldrel: iml_0.11.3.zip |
macOS binaries: | r-release (arm64): iml_0.11.3.tgz, r-oldrel (arm64): iml_0.11.3.tgz, r-release (x86_64): iml_0.11.3.tgz, r-oldrel (x86_64): iml_0.11.3.tgz |
Old sources: | iml archive |
Reverse imports: | counterfactuals, FACT, moreparty |
Reverse suggests: | DALEXtra, explainer, mistyR, mlr3fairness, mlr3summary, sjSDM, tidyfit |
Please use the canonical form https://CRAN.R-project.org/package=iml to link to this page.