Other packages > Find by keyword >

randomUniformForest  

Random Uniform Forests for Classification, Regression and Unsupervised Learning
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("randomUniformForest", "1.1.6")



Attach the package and use:
library("randomUniformForest")
Maintained by
Saip Ciss
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2014-05-29
Latest Update: 2022-06-21
Description:
Ensemble model, for classification, regression and unsupervised learning, based on a forest of unpruned and randomized binary decision trees. Each tree is grown by sampling, with replacement, a set of variables at each node. Each cut-point is generated randomly, according to the continuous Uniform distribution. For each tree, data are either bootstrapped or subsampled. The unsupervised mode introduces clustering, dimension reduction and variable importance, using a three-layer engine. Random Uniform Forests are mainly aimed to lower correlation between trees (or trees residuals), to provide a deep analysis of variable importance and to allow native distributed and incremental learning.
How to cite:
Saip Ciss (2014). randomUniformForest: Random Uniform Forests for Classification, Regression and Unsupervised Learning. R package version 1.1.6, https://cran.r-project.org/web/packages/randomUniformForest. Accessed 21 Dec. 2024.
Previous versions and publish date:
1.0.6 (2014-05-29 15:22), 1.0.8 (2014-09-19 15:00), 1.0.9 (2014-11-07 16:36), 1.1.0 (2014-11-10 11:48), 1.1.1 (2014-12-04 01:02), 1.1.2 (2015-01-06 05:47), 1.1.5 (2015-02-16 21:29)
Other packages that cited randomUniformForest R package
View randomUniformForest citation profile
Other R packages that randomUniformForest depends, imports, suggests or enhances
Complete documentation for randomUniformForest
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

CIFsmry  
Weighted summary of cumulative incidence functions
Estimate of cumulative incidence function in two samples. Provide weighted summary statistics based ...
Download / Learn more Package Citations See dependency  
condGEE  
Parameter Estimation in Conditional GEE for Recurrent Event Gap Times
Solves for the mean parameters, the variance parameter, and their asymptotic variance in a condition ...
Download / Learn more Package Citations See dependency  
batteryreduction  
An R Package for Data Reduction by Battery Reduction
Battery reduction is a method used in data reduction. It uses Gram-Schmidt orthogonal rotations to f ...
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  
helda  
Preprocess Data and Get Better Insights from Machine Learning Models
The main focus is on preprocessing and data visualization of machine learning models performances.So ...
Download / Learn more Package Citations See dependency  
SEIRfansy  
Extended Susceptible-Exposed-Infected-Recovery Model
Extended Susceptible-Exposed-Infected-Recovery Model for handling high false negative rate and symp ...
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