Package: mupet 0.1.0

mupet: Multiclass Performance Evaluation Toolkit

Implementation of custom 'tidymodels' metrics for multi-class prediction models with a single negative class. Currently are implemented macro-average sensitivity and specificity as in Mortaz, Ebrahim (2020) "Imbalance accuracy metric for model selection in multi-class imbalance classification problems” <doi:10.1016/j.knosys.2020.106490> and a generalized weighted Youden index as in Li, D.L., Shen F., Yin Y., Peng J.X and Chen P.Y. (2013) “Weighted Youden index and its two-independent-sample comparison based on weighted sensitivity and specificity” <doi:10.3760/cma.j.issn.0366-6999.20123102>.

Authors:Lise Bellanger [aut], Manon Simonot [aut], Aymeric Stamm [aut, cre]

mupet_0.1.0.tar.gz
mupet_0.1.0.zip(r-4.7)mupet_0.1.0.zip(r-4.6)mupet_0.1.0.zip(r-4.5)
mupet_0.1.0.tgz(r-4.6-any)mupet_0.1.0.tgz(r-4.5-any)
mupet_0.1.0.tar.gz(r-4.7-any)mupet_0.1.0.tar.gz(r-4.6-any)
mupet_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
mupet/json (API)
NEWS

# Install 'mupet' in R:
install.packages('mupet', repos = c('https://astamm.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/astamm/mupet/issues

Pkgdown/docs site:https://astamm.github.io

On CRAN:

Conda:

2.70 score 1 scripts 155 downloads 6 exports 18 dependencies

Last updated from:4d855ed30f. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK109
source / vignettesOK149
linux-release-x86_64OK105
macos-release-arm64OK77
macos-oldrel-arm64OK74
windows-develOK102
windows-releaseOK70
windows-oldrelOK79
wasm-releaseOK87

Exports:macro_average_sensitivitymacro_average_sensitivity_vecmacro_average_specificitymacro_average_specificity_vecweighted_youden_indexweighted_youden_index_vec

Dependencies:clidplyrgenericsgluehardhatlifecyclemagrittrpillarpkgconfigR6rlangsparsevctrstibbletidyselectutf8vctrswithryardstick

Readme and manuals

Help Manual

Help pageTopics
Macro Average Sensitivitymacro_average_sensitivity macro_average_sensitivity.data.frame macro_average_sensitivity_vec
Macro Average Specificitymacro_average_specificity macro_average_specificity.data.frame macro_average_specificity_vec
Weighted Youden Indexweighted_youden_index weighted_youden_index.data.frame weighted_youden_index_vec