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flashlight

swMATH ID: 35214
Software Authors: Michael Mayer
Description: R package flashlight: Shed Light on Black Box Machine Learning Models. Shed light on black box machine learning models by the help of model performance, variable importance, global surrogate models, ICE profiles, partial dependence (Friedman J. H. (2001) <doi:10.1214/aos/1013203451>), accumulated local effects (Apley D. W. (2016) <arXiv:1612.08468>), further effects plots, scatter plots, interaction strength, and variable contribution breakdown (approximate SHAP) for single observations (Gosiewska and Biecek (2019) <arxiv:1903.11420>). All tools are implemented to work with case weights and allow for stratified analysis. Furthermore, multiple flashlights can be combined and analyzed together.
Homepage: https://cran.r-project.org/web/packages/flashlight/index.html
Dependencies: R
Related Software: ELI5; forestmodel; EIX; reticulate; H2O; breakDown; shapr; fairml; kknn; ExplainPrediction; deepdep; arenar; triplot; Scikit; lime; PyTorch; randomForestExplainer; InterpretML; corrgrapher; mcr
Referenced in: 0 Publications