- 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
andtreeshap_multioutput
classes for multi-output models and their explanations. - Improved documentation of
ranger_surv.unify
.
- Removed
catboost.unify
function (as thecatboost
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
ortreeshap
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
whenmax_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
forMissing
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