• Fixed code examples in lightgbm.unify.
  • Fixed ranger_surv.unify operation for predictions in form of survival and cumulative hazard functions.
  • Added model_unified_multioutput and treeshap_multioutput classes for multi-output models and their explanations.
  • Improved documentation of ranger_surv.unify.
  • Removed catboost.unify function (as the catboost package is not on CRAN); it is available on a separate branch
  • Fixed randomForest.unify for classifiers (#12, #23)
  • Implemented consolidated (generic) unify function (#18)
  • An error is thrown when the data passed to the unify or treeshap functions contain variables that are not used by the model (#14)
  • Added implementation for random survival forests created using ranger (#22, #26)
  • Fixed GitHub Actions, check and test issues (#25, #29)
  • Fixed issues with documentation and examples
  • Changed use of bitwise ‘|’ to logical ‘||’ with boolean operands in C++ files
  • Fixed plot_contribution when max_vars is larger than the number of variables (#16)
  • Rebuilded treeshap function so it now stores observations and whole dataset
  • Rebuilded all unifiers so they require passing data.
  • Made package pass all checks
  • Fixed infinite recursion issue in ranger (see commit)
  • If there is no missing value in the model, unifiers return NA for Missing column (see commit)
  • treeshap is now public
  • Implemented fast computations of tree ensemble shap values in C++
  • Implemented unifiers for catboost, lightgbm, xgboost, gbm, ranger and randomForest