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counterfactuals
View on CRAN: Click
here
Download and install counterfactuals package within the R console
Install from CRAN:
install.packages("counterfactuals")
Install from Github:
library("remotes")
install_github("cran/counterfactuals")
Install by package version:
library("remotes")
install_version("counterfactuals", "0.1.2")
Attach the package and use:
library("counterfactuals")
Maintained by
Susanne Dandl
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-02-13
Latest Update: 2023-03-23
Description:
Modular and unified R6-based interface for counterfactual explanation methods.
The following methods are currently implemented: Burghmans et al. (2022) ,
Dandl et al. (2020) and Wexler et al. (2019) .
Optional extensions allow these methods to be applied to a variety of models and use cases.
Once generated, the counterfactuals can be analyzed and visualized by provided functionalities.
How to cite:
Susanne Dandl (2023). counterfactuals: Counterfactual Explanations. R package version 0.1.2, https://cran.r-project.org/web/packages/counterfactuals
Other packages that cited counterfactuals R package
View counterfactuals citation profile
Other R packages that counterfactuals depends,
imports, suggests or enhances
Functions, R codes and Examples using
the counterfactuals R package
Some associated functions: CounterfactualMethod . CounterfactualMethodClassif . CounterfactualMethodRegr . Counterfactuals . MOCClassif . MOCRegr . NICEClassif . NICERegr . RandomSearchClassif . RandomSearchRegr . WhatIfClassif . WhatIfRegr . dist_to_interval . eval_distance . make_param_set . smallest_n_indices .
Some associated R codes: ConditionalSampler.R . CounterfactualMethod.R . CounterfactualMethodClassif.R . CounterfactualMethodRegr.R . Counterfactuals.R . MOCClassif.R . MOCRegr.R . NICEClassif.R . NICERegr.R . RandomSearchClassif.R . RandomSearchRegr.R . WhatIfClassif.R . WhatIfRegr.R . gower.R . make_param_set.R . moc_algo.R . nice_algo.R . utils.R . utils_counterfactuals.R . utils_moc.R . utils_nice.R . whatif_algo.R . zzz.R . Full counterfactuals package functions and examples
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