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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

  • 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.