ExplainPrediction: Explanation of Predictions for Classification and Regression Models

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Package contains methods to generate explanations for individual predictions of classification and regression models. Weighted averages of individual explanations form explanation of the whole model. The package extends 'CORElearn' package, but other prediction models can also be explained using a wrapper.

Author
Marko Robnik-Sikonja
Date of publication
2016-11-06 00:01:46
Maintainer
Marko Robnik-Sikonja <marko.robnik@fri.uni-lj.si>
License
GPL-3
Version
1.1.4
URLs

View on CRAN

Man pages

ExplainPrediction-package
Explanation of individual predictions and models
explanation
Explanation of instance predictions and models
wrap4Explanation
Wrap prediction model for explanations

Files in this package

ExplainPrediction
ExplainPrediction/NAMESPACE
ExplainPrediction/R
ExplainPrediction/R/explain.R
ExplainPrediction/R/init.R
ExplainPrediction/MD5
ExplainPrediction/DESCRIPTION
ExplainPrediction/ChangeLog
ExplainPrediction/man
ExplainPrediction/man/wrap4Explanation.Rd
ExplainPrediction/man/explanation.Rd
ExplainPrediction/man/ExplainPrediction-package.Rd