- Centering the ModelProfile plots - Package description in README - Codes for conducting the experiments presented in the thesis
Changed
- `AutomaticTransformer` and `ExtensionAutomaticTransformer` contain smaller number of methods - `protein_homo` dataset removed from the benchmarking set
Fixed
- Bug with plotting from `ModelProfileExplanationArray` only one variable in one column
0.4.0
Added
- Parallel computing support in `explain` module - Variable Importance option in `Explainer` and `ExplainerArray` classes - Variable Importance explanation in `ModelPartsExplanation` and `ModelPartsExplanationArray` classes in `explain` module - Parameter name `curve_type` in `ModelPartsExplanation` and `ModelPartsExplanationArray` (previously `ExplainerResult` and `ExplainerResultArray`) changed to `explanation_type` - Variable Importance comparison metric based on Wilcoxon statistical test - FDR correction on the results of multiple Wilcoxon statistical tests - Variable Importance plots and summary plots
Changed
- Metric to compare PDP and ALE changed from VOD to SDD - Parameter name `curve_type` in `Explainer` and `ExplainerArray` classes changed to `explanation_type` - `ExplainerResult` and `ExplainerResultArray` classes are changed to `ModelProfileExplanation` and `ModelProfileExplanationArray`
Fixed
- The swap of the majority and the minority class when data after balancing is perfectly balanced
0.3.0
Added
- Compare method for `ExplainerResultArray` - New plot method to summary benchmarking - Enable compare methods to return raw values - Benchmarking set is also available with only continuous variables
Removed
- Two comparison metrics - only one, based on variance, is left
0.2.0
Added
- Example dataset - Benchmarking set - Extracted `requirements.txt` file for environment setup without using PyPI - User manual in documentation
0.1.0
Added
- All main components are implemented - Finished unit tests - Finished CI/CD pipeline