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markusloecher authored and cran-robot committed Oct 18, 2020
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10 changes: 5 additions & 5 deletions DESCRIPTION
@@ -1,19 +1,19 @@
Package: rfVarImpOOB
Title: Unbiased Variable Importance for Random Forests
Version: 1.0
Date: 2019-03-22
Version: 1.0.1
Date: 2020-10-17
Depends: R (>= 3.2.2), stats, randomForest
Imports: ggplot2, binaryLogic, dplyr,titanic,prob,ggpubr,magrittr
Suggests: knitr,rmarkdown
Author: Markus Loecher <Markus.Loecher@gmail.com>
Maintainer: Markus Loecher <Markus.Loecher@gmail.com>
Description: Computes a novel variable importance for random forests: Impurity reduction importance scores for out-of-bag (OOB) data complementing the existing inbag Gini importance, see also Strobl et al (2007) <doi:10.1186/1471-2105-8-25>, Strobl et al (2007) <doi:10.1016/j.csda.2006.12.030> and Breiman (2001) <DOI:10.1023/A:1010933404324>.
Description: Computes a novel variable importance for random forests: Impurity reduction importance scores for out-of-bag (OOB) data complementing the existing inbag Gini importance, see also <doi: 10.1080/03610926.2020.1764042>.
The Gini impurities for inbag and OOB data are combined in three different ways, after which the information gain is computed at each split.
This gain is aggregated for each split variable in a tree and averaged across trees.
License: GPL (>= 2)
Repository: CRAN
LazyData: true
VignetteBuilder: knitr
NeedsCompilation: no
Packaged: 2019-04-05 12:30:07 UTC; loecherm
Date/Publication: 2019-04-05 12:50:06 UTC
Packaged: 2020-10-18 08:40:08 UTC; loecherm
Date/Publication: 2020-10-18 09:00:02 UTC
11 changes: 6 additions & 5 deletions MD5
@@ -1,15 +1,16 @@
c4167422afb0ed7699160666f71d2b7b *DESCRIPTION
4e083e5da97590c90082400f8913d548 *DESCRIPTION
509fc06da5c156fe593494d5874b53e8 *NAMESPACE
33a36e8472ef3b252c258073f673f391 *R/InOutBags.R
2fc47a26497982c998a06f1ada0e0eb2 *R/LossFunctions.R
2fa6fc45bd8f81128480b1b00c754aa8 *R/allFuns.R
7bfd7a6b115d5a02d170991a1073fed3 *R/plotVI.R
d5e96726362a089b4f19cc0ec2b45833 *build/vignette.rds
f0058f80aa22f776f4da2e6f1312530f *build/vignette.rds
8a77c8837d56301cf3378a3cd52e3d95 *data/arabidopsis.rda
5c13dcaef01597d3acab3597dbc54f4f *data/titanic_train.rda
86cc7afab6f8123bd14e2d12e6fe139f *inst/CITATION
3e0aa94bd6ab65e84c92a1ff536614bf *inst/doc/rfVarImpOOB-vignette.R
28130f0bf8c1ecae98a27dfb97c1a054 *inst/doc/rfVarImpOOB-vignette.Rmd
345a7df24d1ccdeef30722a22d8bf0ea *inst/doc/rfVarImpOOB-vignette.html
b881710efa0af8764aa96546b857b740 *inst/doc/rfVarImpOOB-vignette.Rmd
e3a12326d3bd640fb3cd4aefb987b6b4 *inst/doc/rfVarImpOOB-vignette.html
125fdfbae3c353f3b5798f01764ab15c *man/Accuracy.Rd
f76b2a8042c7fcb4836a44f70f8a1477 *man/GiniImportanceForest.Rd
3009f37a7f07b4e0c3f4dab9fd9d0a0b *man/GiniImportanceTree.Rd
Expand All @@ -26,4 +27,4 @@ e4aa8b6a7ba1fd97145299f0d0315e70 *man/preorder2.Rd
714cb96bbcfc63bb1920a2852f3967bd *man/rfTitanic.Rd
84f751e594eec74bfc0ba3e288676529 *man/splitBag.Rd
6dc2cb14c3520377e957a7fa82d221b8 *man/titanic_train.Rd
28130f0bf8c1ecae98a27dfb97c1a054 *vignettes/rfVarImpOOB-vignette.Rmd
b881710efa0af8764aa96546b857b740 *vignettes/rfVarImpOOB-vignette.Rmd
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18 changes: 18 additions & 0 deletions inst/CITATION
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bibentry(bibtype = "Article",
title = "Unbiased variable importance for random forests",
author = c(person(given = "Markus",
family = "Loecher")),
journal = "Communications in Statistics-Theory and Methods",
year = "2020",
volume = "0",
number = "0",
pages = "1--13",
doi = "10.1080/03610926.2020.1764042",

header = "To rfVarImpOOB ranger in publications use:",
textVersion =
paste("Loecher, Markus (2020).",
"Unbiased variable importance for random forests",
"Communications in Statistics-Theory and Methods, 1-13.",
"10.1080/03610926.2020.1764042")
)
2 changes: 1 addition & 1 deletion inst/doc/rfVarImpOOB-vignette.Rmd
Expand Up @@ -4,7 +4,7 @@ author: "Markus Loecher"
date: "`r Sys.Date()`"
output: rmarkdown::html_vignette
vignette: >
%\VignetteIndexEntry{Vignette Title}
%\VignetteIndexEntry{Unbiased Variable Importance }
%\VignetteEngine{knitr::rmarkdown}
%\VignetteEncoding{UTF-8}
---
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