# --------------------------------------------
# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
# --------------------------------------------
 
cff-version: 1.2.0
message: 'To cite package "localICE" in publications use:'
type: software
license: BSD-3-Clause
title: 'localICE: Local Individual Conditional Expectation'
version: 0.1.1
doi: 10.32614/CRAN.package.localICE
abstract: '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>.'
authors:
- family-names: Walter
  given-names: Martin
  email: mf-walter@web.de
repository: https://viadee.r-universe.dev
repository-code: https://github.com/viadee/localICE
commit: 32002f76f953b305f6f204ad143ee24450b8e1c7
url: https://github.com/viadee/localICE
contact:
- family-names: Walter
  given-names: Martin
  email: mf-walter@web.de