CRAN/E | cutpointr

cutpointr

Determine and Evaluate Optimal Cutpoints in Binary Classification Tasks

Installation

About

Estimate cutpoints that optimize a specified metric in binary classification tasks and validate performance using bootstrapping. Some methods for more robust cutpoint estimation are supported, e.g. a parametric method assuming normal distributions, bootstrapped cutpoints, and smoothing of the metric values per cutpoint using Generalized Additive Models. Various plotting functions are included. For an overview of the package see Thiele and Hirschfeld (2021) doi:10.18637/jss.v098.i11.

Citation cutpointr citation info
github.com/thie1e/cutpointr
Bug report File report

Key Metrics

Version 1.1.2
R ≥ 3.5.0
Published 2022-04-13 744 days ago
Needs compilation? yes
License GPL-3
CRAN checks cutpointr results

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Maintainer

Maintainer

Christian Thiele

c.thiele@gmx-topmail.de

Authors

Christian Thiele

cre / aut

Material

NEWS
Reference manual
Package source

Vignettes

An introduction to cutpointr
cutpointr benchmarks
Bootstrapping with cutpointr
Robust cutpoint estimation
Plotting with cutpointr
ROC curves with cutpointr
User-defined functions for estimation methods and metrics

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

cutpointr archive

Depends

R ≥ 3.5.0

Imports

gridExtra ≥ 2.2.1
foreach ≥ 1.4.3
dplyr ≥ 0.8.0
tidyselect ≥ 1.1.0
tidyr ≥ 1.0.0
purrr ≥ 0.3.0
tibble ≥ 3.0.0
ggplot2 ≥ 3.0.0
Rcpp ≥ 0.12.12
stats
utils
rlang ≥ 0.4.0

Suggests

KernSmooth ≥ 2.23-15
fANCOVA ≥ 0.5-1
testthat ≥1.0.2
doRNG ≥ 1.6
doParallel ≥ 1.0.11
knitr
rmarkdown
mgcv ≥ 1.8
crayon ≥ 1.3.4
registry ≥0.5-1
pkgmaker ≥ 0.31.1
vctrs ≥ 0.2.4

LinkingTo

Rcpp

Reverse Imports

TestDimorph