Package: localModel 0.5

Przemyslaw Biecek

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

Local explanations of machine learning models describe, how features contributed to a single prediction. This package implements an explanation method based on LIME (Local Interpretable Model-agnostic Explanations, see Tulio Ribeiro, Singh, Guestrin (2016) <doi:10.1145/2939672.2939778>) in which interpretable inputs are created based on local rather than global behaviour of each original feature.

Authors:Przemyslaw Biecek [aut, cre], Mateusz Staniak [aut], Krystian Igras [ctb], Alicja Gosiewska [ctb], Harel Lustiger [ctb], Willy Tadema [ctb]

localModel_0.5.tar.gz
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localModel.pdf |localModel.html✨
localModel/json (API)
NEWS

Peer review:

Bug tracker:https://github.com/modeloriented/localmodel/issues

On CRAN:

4 exports 14 stars 1.90 score 47 dependencies 16 scripts 836 downloads

Last updated 3 years agofrom:7cba8f3c33. Checks:OK: 7. Indexed: yes.

Exports:gaussian_kernelidentity_kernelindividual_surrogate_modelplot_interpretable_feature

Dependencies:clicodetoolscolorspaceDALEXfansifarverforeachFormulaggplot2glmnetgluegridExtragtableiBreakDowningredientsinumisobanditeratorskernelshaplabelinglatticelibcoinlifecyclemagrittrMASSMatrixmgcvmunsellmvtnormnlmepartykitpillarpkgconfigR6RColorBrewerRcppRcppEigenrlangrpartscalesshapesurvivaltibbleutf8vctrsviridisLitewithr