Other packages > Find by keyword >

randomForestSGT  

Random Forest Super Greedy Trees
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("randomForestSGT", "1.0.0")



Attach the package and use:
library("randomForestSGT")
Maintained by
Udaya B. Kogalur
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-05-11
Latest Update: 2026-05-11
Description:
Implements random forest Super Greedy Trees (SGTs) for regression. SGTs extend classification and regression tree splitting by fitting lasso-penalized local parametric models at tree nodes, producing sparse univariate and multivariate geometric cuts such as axis-aligned splits, hyperplanes, ellipsoids, hyperboloids, and interaction-based cuts.Trees are grown best-split-first by selecting cuts that reduce empirical risk, and ensembles provide out-of-bag error estimation, prediction on new data, variable filtering, tuning of the hcut complexity parameter, coordinate-descent lasso fitting, variable importance, and local coefficient summaries. For the underlying method, see Ishwaran (2026) <doi:10.1007/s10462-026-11541-6>.
How to cite:
Udaya B. Kogalur (2026). randomForestSGT: Random Forest Super Greedy Trees. R package version 1.0.0, https://cran.r-project.org/web/packages/randomForestSGT. Accessed 07 Jun. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited randomForestSGT R package
View randomForestSGT citation profile
Other R packages that randomForestSGT depends, imports, suggests or enhances
Complete documentation for randomForestSGT
Functions, R codes and Examples using the randomForestSGT R package
Full randomForestSGT package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

roxygen2  
In-Line Documentation for R
Generate your Rd documentation, 'NAMESPACE' file, and collation field using specially formatted com ...
Download / Learn more Package Citations See dependency  
gRain  
Bayesian Networks
Probability propagation in graphical independence networks, also known as Bayesian networks or prob ...
Download / Learn more Package Citations See dependency  
xmlr  
Read, Write and Work with 'XML' Data
'XML' package for creating and reading and manipulating 'XML', with an object model based on 'Refere ...
Download / Learn more Package Citations See dependency  
cesR  
Access the Canadian Election Study Datasets
Makes accessing and loading the Canadian Election Study (, ...
Download / Learn more Package Citations See dependency  
embryogrowth  
Tools to Analyze the Thermal Reaction Norm of Embryo Growth
Tools to analyze the embryo growth and the sexualisation thermal reaction norms. See ...
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  

27,372

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