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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.
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Package details |
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| Author | Przemyslaw Biecek [aut, cre], Mateusz Staniak [aut], Krystian Igras [ctb], Alicja Gosiewska [ctb], Harel Lustiger [ctb], Willy Tadema [ctb] |
| Maintainer | Przemyslaw Biecek <przemyslaw.biecek@gmail.com> |
| License | GPL |
| Version | 0.5 |
| URL | https://github.com/ModelOriented/localModel |
| Package repository | View on CRAN |
| Installation |
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