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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 27 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
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