Other packages > Find by keyword >

iml  

Interpretable Machine Learning
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("iml", "0.11.2")



Attach the package and use:
library("iml")
Maintained by
Giuseppe Casalicchio
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-03-13
Latest Update: 2022-09-08
Description:
Interpretability methods to analyze the behavior and predictions of any machine learning model. Implemented methods are: Feature importance described by Fisher et al. (2018) , accumulated local effects plots described by Apley (2018) , partial dependence plots described by Friedman (2001) , individual conditional expectation ('ice') plots described by Goldstein et al. (2013) , local models (variant of 'lime') described by Ribeiro et. al (2016) , the Shapley Value described by Strumbelj et. al (2014) , feature interactions described by Friedman et. al and tree surrogate models.
How to cite:
Giuseppe Casalicchio (2018). iml: Interpretable Machine Learning. R package version 0.11.2, https://cran.r-project.org/web/packages/iml
Previous versions and publish date:
0.2.1 (2018-03-13 18:14), 0.3.0 (2018-04-10 10:22), 0.4.0 (2018-04-27 18:07), 0.5.1 (2018-05-15 09:36), 0.6.0 (2018-08-17 15:00), 0.7.0 (2018-09-11 17:20), 0.7.1 (2018-10-03 11:50), 0.8.0 (2018-12-20 14:10), 0.8.1 (2019-01-02 14:10), 0.9.0 (2019-02-05 19:43), 0.10.0 (2020-03-26 11:20), 0.10.1 (2020-09-24 14:30), 0.11.0 (2022-05-12 23:10), 0.11.1 (2022-09-08 11:53), 0.11.2 (2024-03-29 08:20)
Other packages that cited iml R package
View iml citation profile
Other R packages that iml depends, imports, suggests or enhances
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

bizicount  
Bivariate Zero-Inflated Count Models Using Copulas
Maximum likelihood estimation of copula-based zero-inflated (and non-inflated) Poisson and negative ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resizer for Images, Tables and Fancy Resizable Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
srm  
Structural Equation Modeling for the Social Relations Model
Provides functionality for structural equation modeling for the social relations model (Kenny & ...
Download / Learn more Package Citations See dependency  
QuantileNPCI  
Nonparametric Confidence Intervals for Quantiles
Based on Alan D. Hutson (1999) , "Calculating nonparametric confidence i ...
Download / Learn more Package Citations See dependency  
Maintainer: Li Yan (view profile)
FMCCSD  
Efficient Estimation of Clustered Current Status Data
Current status data abounds in the field of epidemiology and public health, where the only observab ...
Download / Learn more Package Citations See dependency  
factorplot  
Graphical Presentation of Simple Contrasts
Methods to calculate, print, summarize and plot pairwise differences from GLMs, GLHT or Multinomial ...
Download / Learn more Package Citations See dependency  

22,114

R Packages

188,080

Dependencies

55,244

Author Associations

22,115

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns