breakDown
Model Agnostic Explainers for Individual Predictions
Model agnostic tool for decomposition of predictions from black boxes. Break Down Table shows contributions of every variable to a final prediction. Break Down Plot presents variable contributions in a concise graphical way. This package work for binary classifiers and general regression models.
- Version0.2.2
- R version≥ 3.0
- LicenseGPL-2
- Needs compilation?No
- breakDown citation info
- Last release03/11/2024
Documentation
- Vignettemodel agnostic breakDown plots for caret
- VignettebreakDown plots for the generalised linear model
- VignettebreakDown plots for the linear model
- Vignettemodel agnostic breakDown plots for randomForest
- Vignettemodel agnostic breakDown plots for ranger
- Vignettemodel agnostic breakDown plots for SVM model
- Vignettemodel agnostic breakDown plots for xgboost
- MaterialNEWS
Team
Przemyslaw Biecek
Aleksandra Grudziaz
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Dependencies
- Depends1 package
- Imports1 package
- Suggests10 packages
- Reverse Imports2 packages