Other packages > Find by keyword >

ale  

Interpretable Machine Learning and Statistical Inference with Accumulated Local Effects (ALE)
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("ale", "0.3.0")



Attach the package and use:
library("ale")
Maintained by
Chitu Okoli
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-08-29
Latest Update: 2024-02-14
Description:
Accumulated Local Effects (ALE) were initially developed as a model-agnostic approach for global explanations of the results of black-box machine learning algorithms. ALE has a key advantage over other approaches like partial dependency plots (PDP) and SHapley Additive exPlanations (SHAP): its values represent a clean functional decomposition of the model. As such, ALE values are not affected by the presence or absence of interactions among variables in a mode. Moreover, its computation is relatively rapid. This package rewrites the original code from the 'ALEPlot' package for calculating ALE data and it completely reimplements the plotting of ALE values. It also extends the original ALE concept to add bootstrap-based confidence intervals and ALE-based statistics that can be used for statistical inference. For more details, see Okoli, Chitu. 2023.
How to cite:
Chitu Okoli (2023). ale: Interpretable Machine Learning and Statistical Inference with Accumulated Local Effects (ALE). R package version 0.3.0, https://cran.r-project.org/web/packages/ale. Accessed 22 Dec. 2024.
Previous versions and publish date:
0.1.0 (2023-08-29 18:30), 0.2.0 (2023-10-19 23:30)
Other packages that cited ale R package
View ale citation profile
Other R packages that ale depends, imports, suggests or enhances
Complete documentation for ale
Functions, R codes and Examples using the ale R package
Some associated functions: ale . ale_ixn . census . model_bootstrap . var_cars . 
Some associated R codes: ale_core.R . ale_package.R . calc_ale.R . calc_ale_ixn.R . data.R . model_bootstrap.R . plots.R . stats.R . utils.R .  Full ale 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

dmlalg  
Double Machine Learning Algorithms
Implementation of double machine learning (DML) algorithms in R, based on Emmenegger and Buehlmann ...
Download / Learn more Package Citations See dependency  
composits  
Compositional, Multivariate and Univariate Time Series Outlier Ensemble
A compositional multivariate and univariate time series outlier ensemble.It uses the four R packages ...
Download / Learn more Package Citations See dependency  
tropAlgebra  
Tropical Algebraic Functions
It includes functions like tropical addition, tropical multiplication for vectors and matrices. In t ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
LOGANTree  
Tree-Based Models for the Analysis of Log Files from Computer-Based Assessments
Enables researchers to model log-file data from computer-based assessments using machine-learning te ...
Download / Learn more Package Citations See dependency  
Maintainer: Qi Qin (view profile)
Rfast2  
A Collection of Efficient and Extremely Fast R Functions II
A collection of fast statistical and utility functions for data analysis. Functions for regression, ...
Download / Learn more Package Citations See dependency  

23,394

R Packages

201,798

Dependencies

63,416

Author Associations

23,395

Publication Badges

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