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Package: outqrf
Type: Package
Title: Find the Outlier by Quantile Random Forests
Version: 1.0.1
Date: 2024-08-27
Author: Tengfei Xu [aut, cre]
Maintainer: Tengfei Xu <flystar233@gmail.com>
Authors@R:
person(given = "Tengfei",
family = "Xu",
role = c("aut", "cre"),
email = "flystar233@gmail.com")
Description: Provides a method to find the outlier in custom data by quantile random forests method. Introduced by Meinshausen Nicolai (2006) <doi:10.5555/1248547.1248582>. It directly calls the ranger() function of the 'ranger' package to perform data fitting and prediction. We also implement the evaluation of outlier prediction results. Compared with random forest detection of outliers, this method has higher accuracy and stability on large datasets.
LazyData: false
License: MIT + file LICENSE
Depends:
R (>= 4.1.0)
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
Packaged: 2024-08-22 11:06:44 UTC;
RoxygenNote: 7.3.2
Imports:
stats,
ranger,
dplyr,
missRanger,
ggpubr,
ggplot2,
tidyr
URL: https://github.com/flystar233/outqrf
BugReports: https://github.com/flystar233/outqrf/issues
Suggests:
renv,
knitr,
testthat (>= 3.0.0)
VignetteBuilder: knitr
Config/testthat/edition: 3