R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
diversityForest
View on CRAN: Click
here
Download and install diversityForest package within the R console
Install from CRAN:
install.packages("diversityForest")
Install from Github:
library("remotes")
install_github("cran/diversityForest")
Install by package version:
library("remotes")
install_version("diversityForest", "0.5.0")
Attach the package and use:
library("diversityForest")
Maintained by
Roman Hornung
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
10.32614/CRAN.package.diversityForest . diversityForest results . diversityForest.pdf . diversityForest_0.5.0.tar.gz . diversityForest_0.5.0.zip . diversityForest_0.5.0.zip . diversityForest_0.5.0.zip . diversityForest_0.5.0.tgz . diversityForest_0.5.0.tgz . diversityForest_0.5.0.tgz . diversityForest_0.5.0.tgz . diversityForest_0.5.0.tgz . diversityForest_0.5.0.tgz . diversityForest archive . https://CRAN.R-project.org/package=diversityForest .
First Published: 2020-01-08
Latest Update: 2023-03-08
Description:
Implements interaction forests [1], which are specific diversity forests and
the basic form of diversity forests that uses univariable, binary splitting [2].
Interaction forests (IFs) are ensembles of decision trees that model quantitative and
qualitative interaction effects using bivariable splitting. IFs come with the
Effect Importance Measure (EIM), which can be used to identify variable pairs that
feature quantitative and qualitative interaction effects with high predictive
relevance. IFs and EIM focus on well interpretable forms of interactions.
The package also offers plot functions for visualising the estimated forms of
interaction effects.
Categorical, metric, and survival outcomes are supported.
This is a fork of the R package 'ranger' (main author: Marvin N. Wright) that
implements random forests using an efficient C++ implementation.
References:
[1] Hornung, R. & Boulesteix, A.-L. (2022) Interaction Forests: Identifying and
exploiting interpretable quantitative and qualitative interaction effects.
Computational Statistics & Data Analysis 171:107460, .
[2] Hornung, R. (2022) Diversity forests: Using split sampling to enable
innovative complex split procedures in random forests.
SN Computer Science 3(2):1, .
How to cite:
Roman Hornung (2020). diversityForest: Innovative Complex Split Procedures in Random Forests Through Candidate Split Sampling. R package version 0.5.0, https://cran.r-project.org/web/packages/diversityForest. Accessed 29 Mar. 2025.
Previous versions and publish date:
Other packages that cited diversityForest R package
View diversityForest citation profile
Other R packages that diversityForest depends,
imports, suggests or enhances
Complete documentation for diversityForest
Functions, R codes and Examples using
the diversityForest R package
Some associated functions: diversityForest-package . divfor . importance.divfor . interactionfor . plot.interactionfor . plotEffects . plotPair . predict.divfor . predict.interactionfor . stock . tunedivfor . zoo .
Some associated R codes: RcppExports.R . csrf.R . diversityForest-package.R . divfor.R . formula.R . getPromispairs.R . getTerminalNodeIDs.R . holdoutRF.R . importance.R . interactionfor.R . plot.interactionfor.R . plotEffects.R . plotPair.R . predict.divfor.R . predict.interactionfor.R . predictions.R . print.R . stock.R . timepoints.R . treeInfo.R . tunedivfor.R . utility.R . zoo.R . Full diversityForest package functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
landmix
Non-parametric prediction of survival outcomes for mixture data that incorporates covariates and a l ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Layla Parast (view profile)
gglgbtq
Provides multiple palettes based on pride flags with tailored themes. ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Laura Bakala (view profile)
quickcode
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
23,842
R Packages
207,311
Dependencies
64,420
Author Associations
23,781
Publication Badges
