R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
iml
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", "0.11.3")
Attach the package and use:
library("iml")
Maintained by
Giuseppe Casalicchio
[Scholar Profile | Author Map]
[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 0.11.3, https://cran.r-project.org/web/packages/iml. Accessed 02 Feb. 2025.
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
Complete documentation for iml
Functions, R codes and Examples using
the iml R package
Some associated functions: FeatureEffect . FeatureEffects . FeatureImp . Interaction . InterpretationMethod . LocalModel . Partial . Predictor . Shapley . TreeSurrogate . calculate.ale.cat . calculate.ale.num.cat . calculate.ale.num.num . calculate.ale.num . extract.glmnet.effects . has.predict . iml-package . impute_cells . order_levels . plot.FeatureEffect . plot.FeatureEffects . plot.FeatureImp . plot.Interaction . plot.LocalModel . plot.Shapley . plot.TreeSurrogate . predict.LocalModel . predict.TreeSurrogate . probs.to.labels .
Some associated R codes: Data.R . FeatureEffect-ale.R . FeatureEffect.R . FeatureEffects.R . FeatureImp.R . Interaction.R . InterpretationMethod.R . LocalModel.R . MarginalGenerator.R . Predictor.R . Shapley.R . TreeSurrogate.R . create_predict_fun.R . find_y.R . iml.R . inferTask.R . list_rules_party.R . utils.R . Full iml package functions and examples
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
cptcity
Incorporates colour gradients from the 'cpt-city' web archive available at ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Sergio Ibarra-Espinosa (view profile)
CPNCoverageAnalysis
Implementation of conceptual properties norming studies, including estimates of CPNs parameters with ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Sebastian Moreno (view profile)
mbmixture
Evaluate whether a microbiome sample is a mixture of two
samples, by fitting a model for the number ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Karl W Broman (view profile)
nextGenShinyApps
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
listcompr
Syntactic shortcuts for creating synthetic lists, vectors,
data frames, and matrices using list com ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Patrick Roocks (view profile)
bndovb
Functions to implement a Hwang(2021) estimator, which bounds an omitted v ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Yujung Hwang (view profile)