localModel 0.5
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
)
localModel 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
localModel 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).
localModel 0.3.11
- Changes dependencies:
DALEX2
to DALEX
, ceterisParibus2
to ingredients
.
localModel 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.
localModel 0.3.9
- Explanation models is now fitted to raw predictions, not difference between predictions and model mean.
localModel 0.3.8
- Fixed bug related to one-colum model matrix in glmnet.
localModel 0.3.7
localModel 0.3.6
localModel 0.3.5
- Fixed issues with examples.
- Improved documentation.
localModel 0.3.4
- Fixed a bug related to interpretable numerical inputs (missing as.numeric)
- Added tests for 100% coverage.
localModel 0.3.3
- Set.seed before fitting cv.glmnet.
- New vignette describing methodology.
localModel 0.3.2
- Weighting option added.
- Improved documentation.
localModel 0.3.1
localModel 0.3.0
- Multi-model plot option added.
stringr
dependency removed.
localModel 0.2.9
- Same interpretable features are used for every response level.
rpart
dependency replaced with partykit
.
localModel 0.2.8
localModel 0.2.7
localModel 0.2.6
- Adds help for the package.
localModel 0.2.5
- Fixes bug related to number of levels when sampling new observation.
localModel 0.2.4
localModel 0.2.3
- Minor updates to documentation (including paper/paper.md) and unit tests.
localModel 0.2.2
- Fixed bugs related to column names in case when response in is new_observation.
- Unit tests added.
localModel 0.2.1
localModel 0.2.0
- Major changes: interpretable features are created using decision trees-based discretization.
- Now-unnecessary dependencies dropped.
- Plots are now drawn around intercept.
localModel 0.1.2
- Fixes bug in observation enconding.
- Improves and simplifies encoding.
- Improves plot.
localModel 0.1.1
localModel 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.
localModel 0.0.0.9000
- Added a
NEWS.md
file to track changes to the package.