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lime
View on CRAN: Click
here
Download and install lime package within the R console
Install from CRAN:
install.packages("lime")
Install from Github:
library("remotes")
install_github("cran/lime")
Install by package version:
library("remotes")
install_version("lime", "0.5.3")
Attach the package and use:
library("lime")
Maintained by
Emil Hvitfeldt
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-09-15
Latest Update: 2022-08-19
Description:
When building complex models, it is often difficult to explain why
the model should be trusted. While global measures such as accuracy are
useful, they cannot be used for explaining why a model made a specific
prediction. 'lime' (a port of the 'lime' 'Python' package) is a method for
explaining the outcome of black box models by fitting a local model around
the point in question an perturbations of this point. The approach is
described in more detail in the article by Ribeiro et al. (2016)
.
How to cite:
Emil Hvitfeldt (2017). lime: Local Interpretable Model-Agnostic Explanations. R package version 0.5.3, https://cran.r-project.org/web/packages/lime. Accessed 22 Dec. 2024.
Previous versions and publish date:
Other packages that cited lime R package
View lime citation profile
Other R packages that lime depends,
imports, suggests or enhances
Complete documentation for lime
Functions, R codes and Examples using
the lime R package
Some associated functions: as_classifier . default_tokenize . dot-load_image_example . dot-load_text_example . explain . interactive_text_explanations . lime-package . lime . model_support . plot_explanations . plot_features . plot_image_explanation . plot_superpixels . slic . stop_words_sentences . test_sentences . text_explanations . train_sentences .
Some associated R codes: RcppExports.R . a_dataframe.R . character.R . data.R . explain.R . image.R . lime.R . models.R . permute_cases.R . plot.R . plot_image.R . plot_text.R . shiny.R . tibble_shim.R . Full lime package functions and examples
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