Other packages > Find by keyword >

piRF  

Prediction Intervals for Random Forests
View on CRAN: Click here


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

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

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



Attach the package and use:
library("piRF")
Maintained by
Chancellor Johnstone
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-05-12
Latest Update:
Description:
Implements multiple state-of-the-art prediction interval methodologies for random forests. These include: quantile regression intervals, out-of-bag intervals, bag-of-observations intervals, one-step boosted random forest intervals, bias-corrected intervals, high-density intervals, and split-conformal intervals. The implementations include a combination of novel adjustments to the original random forest methodology and novel prediction interval methodologies. All of these methodologies can be utilized using solely this package, rather than a collection of separate packages. Currently, only regression trees are supported. Also capable of handling high dimensional data. Roy, Marie-Helene and Larocque, Denis (2019) . Ghosal, Indrayudh and Hooker, Giles (2018) . Zhu, Lin and Lu, Jiaxin and Chen, Yihong (2019) . Zhang, Haozhe and Zimmerman, Joshua and Nettleton, Dan and Nordman, Daniel J. (2019) . Meinshausen, Nicolai (2006) . Romano, Yaniv and Patterson, Evan and Candes, Emmanuel (2019) . Tung, Nguyen Thanh and Huang, Joshua Zhexue and Nguyen, Thuy Thi and Khan, Imran (2014) .
How to cite:
Chancellor Johnstone (2020). piRF: Prediction Intervals for Random Forests. R package version 0.1.0, https://cran.r-project.org/web/packages/piRF. Accessed 25 Aug. 2026.
Previous versions and publish date:
(2026-07-09 06:41), 0.1.0 (2020-05-12 11:50)
Other packages that cited piRF R package
View piRF citation profile
Other R packages that piRF depends, imports, suggests or enhances
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

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  
missDiag  
Comparing Observed and Imputed Values under MAR and MCAR
Implements the computation of discrepancy statistics summarizing differences between the density of ...
Download / Learn more Package Citations See dependency  
commonsMath  
JAR Files of the Apache Commons Mathematics Library
'Java' JAR files for the Apache Commons Mathematics Library for use by users and other packages. ...
Download / Learn more Package Citations See dependency  
connectwidgets  
Organize and Curate Your Content Within 'Posit Connect'
A collection of helper functions and 'htmlwidgets' to help publishers curate content collections on ...
Download / Learn more Package Citations See dependency  
hwep  
Hardy-Weinberg Equilibrium in Polyploids
Inference concerning equilibrium and random mating in autopolyploids. Methods are available to test ...
Download / Learn more Package Citations See dependency  

28,332

R Packages

239,283

Dependencies

75,113

Author Associations

28,333

Publication Badges

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