Recent Releases of iml

iml - iml 0.11.1

  • Update documentation to conform to CRAN HTML5

Scientific Software - Peer-reviewed - R
Published by pat-s over 3 years ago

iml - iml 0.11.0

  • Fix possible future issue with data.table::melt() (#182)
  • Account for R 4.2.0 changes (#189, @pat-s)
  • Add {bit64} to suggests because of {data.table} (#190)
  • Test optimizations (#190)
  • Enhance documentation for LocalModel (#187, @mirka-henninger)
  • Move {keras} from imports to suggests (@pat-s)
  • Run tests in parallel (@pat-s)
  • Fix off-by-one error in euclidean distance computation (#163, @mirka-henninger)
  • Fix FeatureEffect handling of empty levels (#160, @grantirv)
  • Allow computation of importance for groups of features (FeatureImp) (#158)
  • FeatureEffect can now be computed with user provided grid points. Works for ice, ale and pdp.
  • FeatureImp gets new argument features which allows to calculate feature importance for a subset of features. If a list of characters is provided, the joint feature importance per group is calculated (#156, @grantirv)

Scientific Software - Peer-reviewed - R
Published by pat-s about 4 years ago

iml - iml 0.10.1

  • Ensure that the data argument in Predictor$new() is always a data.frame (#126)
  • Fix CRAN checks

Scientific Software - Peer-reviewed - R
Published by pat-s over 5 years ago

iml - iml 0.10.0

  • Changes to FeatureEffect\$results data.frame:
    • All numeric values are stored in .value (no more .y.hat and .ale)
    • Additional column .type denoting the Feature Effect type
    • renamed column .feature to .borders. This column stores the grid borders which were used for computing the FE with respect to the used method
    • For ALE type the column containing the feature name was moved to the front (as it is for the other types)
  • Adds support for h2o
  • Adds support for keras
  • Adds support for mlr3
  • Fixes problem with FeatureImp that caused unused features to get non-zero importances
  • FeatureEffects\$plot() based on patchwork now
  • Use new roxygen R6 documentation
  • Use futures for parallel code execution
  • Test on GitHub Actions instead of Travis
  • Add a pkgdown site
  • Use "callr" backend in "parallel" vignette

Scientific Software - Peer-reviewed - R
Published by christophM about 6 years ago

iml -

Scientific Software - Peer-reviewed - R
Published by christophM over 7 years ago

iml - JOSS submission

Scientific Software - Peer-reviewed - R
Published by christophM almost 8 years ago

iml - v0.5.0

Scientific Software - Peer-reviewed - R
Published by christophM about 8 years ago

iml -

Scientific Software - Peer-reviewed - R
Published by christophM about 8 years ago

iml -

Scientific Software - Peer-reviewed - R
Published by christophM about 8 years ago