Other packages > Find by keyword >

sirus  

Stable and Interpretable RUle Set
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("sirus", "0.3.3")



Attach the package and use:
library("sirus")
Maintained by
Clement Benard
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-08-28
Latest Update: 2022-06-13
Description:
A regression and classification algorithm based on random forests, which takes the form of a short list of rules. SIRUS combines the simplicity of decision trees with a predictivity close to random forests. The core aggregation principle of random forests is kept, but instead of aggregating predictions, SIRUS aggregates the forest structure: the most frequent nodes of the forest are selected to form a stable rule ensemble model. The algorithm is fully described in the following articles: Benard C., Biau G., da Veiga S., Scornet E. (2021), Electron. J. Statist., 15:427-505 <doi:10.1214/20-EJS1792> for classification, and Benard C., Biau G., da Veiga S., Scornet E. (2021), AISTATS, PMLR 130:937-945 <http://proceedings.mlr.press/v130/benard21a>, for regression. This R package is a fork from the project ranger (<https://github.com/imbs-hl/ranger>).
How to cite:
Clement Benard (2019). sirus: Stable and Interpretable RUle Set. R package version 0.3.3, https://cran.r-project.org/web/packages/sirus. Accessed 18 Sep. 2026.
Previous versions and publish date:
(2026-07-09 07:05), 0.1.1 (2019-08-28 10:50), 0.1.2 (2019-09-02 16:40), 0.2.1 (2020-01-20 18:30), 0.3.1 (2020-12-08 18:40), 0.3.2 (2021-02-22 17:10), 0.3.3 (2022-06-13 11:20)
Other packages that cited sirus R package
View sirus citation profile
Other R packages that sirus depends, imports, suggests or enhances
Complete documentation for sirus
Functions, R codes and Examples using the sirus R package
Some associated functions: sirus.cv . sirus.fit . sirus.plot.cv . sirus.predict . sirus.print . 
Some associated R codes: RcppExports.R . formula.R . ranger.R . sirus.R . sirus_utility.R . utility.R .  Full sirus package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

eyelinker  
Import ASC Files from EyeLink Eye Trackers
Imports plain-text ASC data files from EyeLink eye trackers into (relatively) tidy data frames for ...
Download / Learn more Package Citations See dependency  
data360r  
Wrapper for 'TCdata360' and 'Govdata360' API
Makes it easy to engage with the Application Program Interface (API) of the 'TCdata360' and 'Govdat ...
Download / Learn more Package Citations See dependency  
injectoR  
R Dependency Injection
R dependency injection framework. Dependency injection allows a program design to follow the depend ...
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  
downlit  
Syntax Highlighting and Automatic Linking
Syntax highlighting of R code, specifically designed for the needs of 'RMarkdown' packages like 'pk ...
Download / Learn more Package Citations See dependency  
hmeasure  
The H-Measure and Other Scalar Classification Performance Metrics
Classification performance metrics that are derived from the ROC curve of a classifier. The package ...
Download / Learn more Package Citations See dependency  

28,565

R Packages

239,283

Dependencies

75,677

Author Associations

28,566

Publication Badges

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