Package: calibrationband 0.1.1

calibrationband: Calibration Bands

Package to assess the calibration of probabilistic classifiers using confidence bands for monotonic functions. Besides testing the classical goodness-of-fit null hypothesis of perfect calibration, the confidence bands calculated within that package facilitate inverted goodness-of-fit tests whose rejection allows for a sought-after conclusion of a sufficiently well-calibrated model. The package creates flexible graphical tools to perform these tests. For construction details see also Dimitriadis, Dümbgen, Henzi, Puke, Ziegel (2022) <arxiv:2203.04065>.

Authors:Timo Dimitriadis [aut], Alexander Henzi [aut], Marius Puke [aut, cre]

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Bug tracker:https://github.com/marius-cp/calibrationband/issues

On CRAN:

3 exports 10 stars 1.47 score 38 dependencies 10 scripts 267 downloads

Last updated 2 years agofrom:21c8ff2544. Checks:OK: 4 NOTE: 5. Indexed: yes.

Exports:autolayerautoplotcalibration_bands

Dependencies:clicolorspacecpp11dplyrfansifarvergenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigpurrrR6RColorBrewerRcpprlangscalesspstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr