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cutpointr

swMATH ID: 40263
Software Authors: Christian Thiele
Description: R package cutpointr: Determine and Evaluate Optimal Cutpoints in Binary Classification Tasks. 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>.
Homepage: https://cran.r-project.org/web/packages/cutpointr/index.html
Source Code:  https://github.com/cran/cutpointr
Dependencies: R
Keywords: R; R package; Journal of Statistical Software; optimal cutpoint; ROC curve; bootstrap
Related Software: tidyr; microbenchmark; snow; doRNG; foreach; rlang; KernSmooth; fANCOVA; mgcv; pROC; ROCR; ThresholdROC; GsymPoint; OptimalCutpoints; tidyverse; R
Cited in: 0 Documents

Standard Articles

1 Publication describing the Software Year
cutpointr: Improved Estimation and Validation of Optimal Cutpoints in R Link
Christian Thiele; Gerrit Hirschfeld
2021