Package: localICE
Type: Package
Title: Local Individual Conditional Expectation
Version: 0.1.1
Authors@R: c(person(given = "Martin", family = "Walter", role = c("aut", "cre"), email = "mf-walter@web.de"))
Maintainer: Martin Walter <mf-walter@web.de>
Description: Local Individual Conditional Expectation ('localICE') is a
        local explanation approach from the field of eXplainable
        Artificial Intelligence (XAI). localICE is a model-agnostic XAI
        approach which provides three-dimensional local explanations
        for particular data instances. The approach is proposed in the
        master thesis of Martin Walter as an extension to ICE (see
        Reference). The three dimensions are the two features at the
        horizontal and vertical axes as well as the target represented
        by different colors. The approach is applicable for
        classification and regression problems to explain interactions
        of two features towards the target. For classification models,
        the number of classes can be more than two and each class is
        added as a different color to the plot. The given instance is
        added to the plot as two dotted lines according to the feature
        values. The localICE-package can explain features of type
        factor and numeric of any machine learning model. Automatically
        supported machine learning packages are 'mlr', 'randomForest',
        'caret' or all other with an S3 predict function. For further
        model types from other libraries, a predict function has to be
        provided as an argument in order to get access to the model.
        Reference to the ICE approach: Alex Goldstein, Adam Kapelner,
        Justin Bleich, Emil Pitkin (2013) <arXiv:1309.6392>.
URL: https://github.com/viadee/localICE
BugReports: https://github.com/viadee/localICE/issues
License: BSD_3_clause + file LICENSE
Encoding: UTF-8
Imports: ggplot2, checkmate
Suggests: covr, h2o, mlbench, randomForest, stats, testthat, utils
RoxygenNote: 7.0.2
NeedsCompilation: no
Packaged: 2026-09-19 14:40:41 UTC; root
Author: Martin Walter [aut, cre]
Repository: https://cranhaven.r-universe.dev
Date/Publication: 2026-09-19 05:02:00 UTC
RemoteUrl: https://github.com/cranhaven/cranhaven.r-universe.dev
RemoteRef: package/localICE
RemoteSha: 584afb8b3c359adc0d696f370e27df2f38a9e6fb
RemoteSubdir: localICE
