NEWS.md

In localModel: LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles

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.

localModel documentation built on Sept. 14, 2021, 5:12 p.m.