Package: DALEXtra
Title: Extension for 'DALEX' Package
Version: 0.2.0
Authors@R: 
    c(person(given = "Szymon",
           family = "Maksymiuk",
           role = c("aut", "cre"),
           email = "sz.maksymiuk@gmail.com"),
      person(given = "Przemyslaw", 
             family = "Biecek", 
             email = "przemyslaw.biecek@gmail.com", 
             role = c("aut"), 
             comment = c(ORCID = "0000-0001-8423-1823")),
      person("Katarzyna", "Pekala", role = "aut"),
	  person("Anna", "Kozak", role = "ctb"))
Description: Provides wrapper of various machine learning models. 
  In applied machine learning, there 
  is a strong belief that we need to strike a balance 
  between interpretability and accuracy. 
  However, in field of the interpretable machine learning, 
  there are more and more new ideas for explaining black-box models, 
  that are implemented in 'R'. 
  'DALEXtra' creates 'DALEX' Biecek (2018) <arXiv:1806.08915> explainer for many type of models
  including those created using 'python' 'scikit-learn' and 'keras' libraries, 'java' 'h2o' library and
  'mljar' API. Important part of the package is Champion-Challenger analysis and innovative approach
  to model performance across subsets of test data presented in Funnel Plot. 
  Third branch of 'DALEXtra' package is aspect importance analysis
  that provides instance-level explanations for the groups of explanatory variables.
Depends: R (>= 3.5.0), DALEX (>= 0.4.9)
License: GPL
LazyData: true
RoxygenNote: 7.0.0
Imports: reticulate, ggplot2, glmnet, ggdendro, gridExtra
Suggests: auditor, ingredients, gbm, ggrepel, h2o, mljar, mlr, mlr3,
        randomForest, rmarkdown, rpart, xgboost, testthat
URL: https://ModelOriented.github.io/DALEXtra/,
        https://github.com/ModelOriented/DALEXtra
BugReports: https://github.com/ModelOriented/DALEXtra/issues
NeedsCompilation: no
Packaged: 2019-11-18 15:37:17 UTC; szyna
Author: Szymon Maksymiuk [aut, cre],
  Przemyslaw Biecek [aut] (<https://orcid.org/0000-0001-8423-1823>),
  Katarzyna Pekala [aut],
  Anna Kozak [ctb]
Maintainer: Szymon Maksymiuk <sz.maksymiuk@gmail.com>
Repository: CRAN
Date/Publication: 2019-11-18 16:00:02 UTC
