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]

calibrationband_0.1.1.tar.gz
calibrationband_0.1.1.zip(r-4.5)calibrationband_0.1.1.zip(r-4.4)calibrationband_0.1.1.zip(r-4.3)
calibrationband_0.1.1.tgz(r-4.5-x86_64)calibrationband_0.1.1.tgz(r-4.5-arm64)calibrationband_0.1.1.tgz(r-4.4-x86_64)calibrationband_0.1.1.tgz(r-4.4-arm64)calibrationband_0.1.1.tgz(r-4.3-x86_64)calibrationband_0.1.1.tgz(r-4.3-arm64)
calibrationband_0.1.1.tar.gz(r-4.5-noble)calibrationband_0.1.1.tar.gz(r-4.4-noble)
calibrationband_0.1.1.tgz(r-4.4-emscripten)calibrationband_0.1.1.tgz(r-4.3-emscripten)
calibrationband.pdf |calibrationband.html
calibrationband/json (API)
NEWS

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

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

Pkgdown site:https://marius-cp.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3

On CRAN:

Conda:

cpp

3.74 score 11 stars 10 scripts 292 downloads 3 exports 38 dependencies

Last updated 3 years agofrom:21c8ff2544. Checks:4 OK, 8 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 11 2025
R-4.5-win-x86_64NOTEMar 11 2025
R-4.5-mac-x86_64NOTEMar 11 2025
R-4.5-mac-aarch64NOTEMar 11 2025
R-4.5-linux-x86_64NOTEMar 11 2025
R-4.4-win-x86_64NOTEMar 11 2025
R-4.4-mac-x86_64NOTEMar 11 2025
R-4.4-mac-aarch64NOTEMar 11 2025
R-4.4-linux-x86_64NOTEMar 11 2025
R-4.3-win-x86_64OKMar 11 2025
R-4.3-mac-x86_64OKMar 11 2025
R-4.3-mac-aarch64OKMar 11 2025

Exports:autolayerautoplotcalibration_bands

Dependencies:clicolorspacecpp11dplyrfansifarvergenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigpurrrR6RColorBrewerRcpprlangscalesspstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr

Readme and manuals

Help Manual

Help pageTopics
Confidence bands for monotone probabilitiescalibration_bands
Plotting monotone confidence bandsautolayer.calibrationband autoplot.calibrationband plot.calibrationband
Print monotone confidence bandsprint.calibrationband print.summary.calibrationband
summarize calibration band objectsummary.calibrationband