Changes in version 0.5 (2021-09-14) - predict_surrogate function is added to provide easier interface of accessing lime/iml/localModel implementations of the LIME method. (this function wes moved to DALEXtra) Changes in version 0.4.1 - Fixes the bug in handling the case where all extracted variables are constant - Changed default theme for plots, more consistent with other DrWhy packages Changes in version 0.4.0 - Add plot_interpretable_feature function to plot discretizations. - Fixes bugs related to feature extraction. - Changes the method of sampling new observations (features to permute are chosen from Beroulli distribution). Changes in version 0.3.11 (2019-04-14) - Changes dependencies: DALEX2 to DALEX, ceterisParibus2 to ingredients. Changes in version 0.3.10 - Vignettes updated. In particular, seed is now set before using randomForest. - Plot function now shows a message and returns and empty plot if all effects are equal to 0. - dev.ratio from glmnet is now returned as one of the columns of surrogate_model_explainer. Changes in version 0.3.9 - Explanation models is now fitted to raw predictions, not difference between predictions and model mean. Changes in version 0.3.8 - Fixed bug related to one-colum model matrix in glmnet. Changes in version 0.3.7 - Bug fixed in example. Changes in version 0.3.6 - Improved examples. Changes in version 0.3.5 - Fixed issues with examples. - Improved documentation. Changes in version 0.3.4 - Fixed a bug related to interpretable numerical inputs (missing as.numeric) - Added tests for 100% coverage. Changes in version 0.3.3 - Set.seed before fitting cv.glmnet. - New vignette describing methodology. Changes in version 0.3.2 - Weighting option added. - Improved documentation. Changes in version 0.3.1 - Improvements to plots Changes in version 0.3.0 - Multi-model plot option added. - stringr dependency removed. Changes in version 0.2.9 - Same interpretable features are used for every response level. - rpart dependency replaced with partykit. Changes in version 0.2.8 - Print method added. Changes in version 0.2.7 - Updates link in README. Changes in version 0.2.6 - Adds help for the package. Changes in version 0.2.5 - Fixes bug related to number of levels when sampling new observation. Changes in version 0.2.4 - Sets seed in tests. Changes in version 0.2.3 - Minor updates to documentation (including paper/paper.md) and unit tests. Changes in version 0.2.2 - Fixed bugs related to column names in case when response in is new_observation. - Unit tests added. Changes in version 0.2.1 - Vignettes added. Changes in version 0.2.0 - Major changes: interpretable features are created using decision trees-based discretization. - Now-unnecessary dependencies dropped. - Plots are now drawn around intercept. Changes in version 0.1.2 - Fixes bug in observation enconding. - Improves and simplifies encoding. - Improves plot. Changes in version 0.1.1 - Improved plot labels. Changes in version 0.1 - Added possibility of coding variables as (baseline / lower or higher) or ( baseline / lower / higher). - Added option to skip loess smoothing. - Removed option of setting family argument in glmnet. Changes in version 0.0.0.9000 - Added a NEWS.md file to track changes to the package.