Other packages > Find by keyword >

RFAE  

Autoencoding Random Forests
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("RFAE", "0.1.0")



Attach the package and use:
library("RFAE")
Maintained by
Binh Duc Vu
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-01-17
Latest Update: 2026-01-17
Description:
Autoencoding Random Forests ('RFAE') provide a method to autoencode mixed-type tabular data using Random Forests ('RF'), which involves projecting the data to a latent feature space of user-chosen dimensionality (usually a lower dimension), and then decoding the latent representations back into the input space. The encoding stage is useful for feature engineering and data visualisation tasks, akin to how principal component analysis ('PCA') is used, and the decoding stage is useful for compression and denoising tasks. At its core, 'RFAE' is a post-processing pipeline on a trained random forest model. This means that it can accept any trained RF of 'ranger' object type: 'RF', 'URF' or 'ARF'. Because of this, it inherits Random Forests' robust performance and capacity to seamlessly handle mixed-type tabular data. For more details, see Vu et al. (2025) <doi:10.48550/arXiv.2505.21441>.
How to cite:
Binh Duc Vu (2026). RFAE: Autoencoding Random Forests. R package version 0.1.0, https://cran.r-project.org/web/packages/RFAE. Accessed 06 Jun. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited RFAE R package
View RFAE citation profile
Other R packages that RFAE depends, imports, suggests or enhances
Complete documentation for RFAE
Functions, R codes and Examples using the RFAE R package
Full RFAE package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

rwavelet  
Wavelet Analysis
Perform wavelet analysis (orthogonal,translation invariant, tensorial, 1-2-3d transforms, thresholdi ...
Download / Learn more Package Citations See dependency  
BALLI  
Expression RNA-Seq Data Analysis Based on Linear Mixed Model
Analysis of gene expression RNA-seq data using Bartlett-Adjusted Likelihood-based LInear model (BALL ...
Download / Learn more Package Citations See dependency  
odbc  
Connect to ODBC Compatible Databases (using the DBI Interface)
A DBI-compatible interface to ODBC databases. ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize 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  
worrrd  
Generate Wordsearch and Crossword Puzzles
Generate wordsearch and crossword puzzles using custom lists of words (and clues).Make them easy or ...
Download / Learn more Package Citations See dependency  
IAPWS95  
Thermophysical Properties of Water and Steam
An implementation of the International Association for the Properties of Water (IAPWS) Formulation ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

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