Other packages > Find by keyword >

forestError  

A Unified Framework for Random Forest Prediction Error Estimation
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("forestError", "1.1.0")



Attach the package and use:
library("forestError")
Maintained by
Benjamin Lu
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2020-01-14
Latest Update: 2021-08-10
Description:
Estimates the conditional error distributions of random forest predictions and common parameters of those distributions, including conditional misclassification rates, conditional mean squared prediction errors, conditional biases, and conditional quantiles, by out-of-bag weighting of out-of-bag prediction errors as proposed by Lu and Hardin (2021). This package is compatible with several existing packages that implement random forests in R.
How to cite:
Benjamin Lu (2020). forestError: A Unified Framework for Random Forest Prediction Error Estimation. R package version 1.1.0, https://cran.r-project.org/web/packages/forestError. Accessed 31 Jan. 2025.
Previous versions and publish date:
0.1.0 (2020-01-14 12:30), 0.1.1 (2020-01-31 06:50), 0.2.0 (2020-04-02 07:50), 1.0.0 (2021-02-11 21:20)
Other packages that cited forestError R package
View forestError citation profile
Other R packages that forestError depends, imports, suggests or enhances
Complete documentation for forestError
Functions, R codes and Examples using the forestError R package
Some associated functions: estimateErrorParams . findOOBErrors . findTestPreds . perror . qerror . quantForestError . 
Some associated R codes: checkargs.R . estimateerrorparams.R . findooberrors.R . findtestpreds.R . perror.R . qerror.R . quantforesterror.R .  Full forestError package functions and examples
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

pim  
Fit Probabilistic Index Models
Fit a probabilistic index model as described in Thas et al, 2012: ...
Download / Learn more Package Citations See dependency  
nlpred  
Estimators of Non-Linear Cross-Validated Risks Optimized for Small Samples
Methods for obtaining improved estimates of non-linear cross-validated risks are obtained using targ ...
Download / Learn more Package Citations See dependency  
GEEmediate  
Mediation Analysis for Generalized Linear Models Using the Difference Method
Causal mediation analysis for a single exposure/treatment and a single mediator, both allowed to be ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  

23,580

R Packages

204,057

Dependencies

63,980

Author Associations

23,581

Publication Badges

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