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
Bug fixed in example.
localModel 0.3.6
Improved examples.
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
Improvements to plots
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
Print method added.
localModel 0.2.7
Updates link in README.
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
Sets seed in tests.
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
Vignettes added.
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
Improved plot labels.
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.