Other packages > Find by keyword >

ExplainPrediction  

Explanation of Predictions for Classification and Regression Models
View on CRAN: Click here


Download and install ExplainPrediction package within the R console
Install from CRAN:
install.packages("ExplainPrediction")

Install from Github:
library("remotes")
install_github("cran/ExplainPrediction")

Install by package version:
library("remotes")
install_version("ExplainPrediction", "1.3.0")



Attach the package and use:
library("ExplainPrediction")
Maintained by
Marko Robnik-Sikonja
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2015-09-07
Latest Update:
Description:
Generates explanations for classification and regression models and visualizes them. Explanations are generated for individual predictions as well as for models as a whole. Two explanation methods are included, EXPLAIN and IME. The EXPLAIN method is fast but might miss explanations expressed redundantly in the model. The IME method is slower as it samples from all feature subsets. For the EXPLAIN method see Robnik-Sikonja and Kononenko (2008) , and the IME method is described in Strumbelj and Kononenko (2010, JMLR, vol. 11:1-18). All models in package 'CORElearn' are natively supported, for other prediction models a wrapper function is provided and illustrated for models from packages 'randomForest', 'nnet', and 'e1071'.
How to cite:
Marko Robnik-Sikonja (2015). ExplainPrediction: Explanation of Predictions for Classification and Regression Models. R package version 1.3.0, https://cran.r-project.org/web/packages/ExplainPrediction. Accessed 04 Jun. 2026.
Previous versions and publish date:
1.0.2 (2015-09-07 00:43), 1.1.4 (2016-11-06 00:01), 1.1.8 (2017-04-03 17:30), 1.2.3 (2017-11-22 23:02), 1.3.0 (2018-01-07 08:56)
Other packages that cited ExplainPrediction R package
View ExplainPrediction citation profile
Other R packages that ExplainPrediction depends, imports, suggests or enhances
Complete documentation for ExplainPrediction
Functions, R codes and Examples using the ExplainPrediction R package
Some associated functions: ExplainPrediction-package . explanation . wrap4Explanation . 
Some associated R codes: explain.R . init.R .  Full ExplainPrediction package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

phers  
Calculate Phenotype Risk Scores
Use phenotype risk scores based on linked clinical and genetic data to study Mendelian disease and ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
golem  
A Framework for Robust Shiny Applications
An opinionated framework for building a production-ready 'Shiny' application. This package contains ...
Download / Learn more Package Citations See dependency  
AMPLE  
Shiny Apps to Support Capacity Building on Harvest Control Rules
Three Shiny apps are provided that introduce Harvest Control Rules (HCR) for fisheries management. ...
Download / Learn more Package Citations See dependency  
shinybusy  
Busy Indicators and Notifications for 'Shiny' Applications
Add indicators (spinner, progress bar, gif) in your 'shiny' applications to show the user that the ...
Download / Learn more Package Citations See dependency  
murphydiagram  
Murphy Diagrams for Forecast Comparisons
Data and code for the paper by Ehm, Gneiting, Jordan and Krueger ('Of Quantiles and Expectiles: Con ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA