Package: correctR 0.2.1
Trent Henderson
correctR: Corrected Test Statistics for Comparing Machine Learning Models on Correlated Samples
Calculate a set of corrected test statistics for cases when samples are not independent, such as when classification accuracy values are obtained over resamples or through k-fold cross-validation, as proposed by Nadeau and Bengio (2003) <doi:10.1023/A:1024068626366> and presented in Bouckaert and Frank (2004) <doi:10.1007/978-3-540-24775-3_3>.
Authors:
correctR_0.2.1.tar.gz
correctR_0.2.1.zip(r-4.5)correctR_0.2.1.zip(r-4.4)correctR_0.2.1.zip(r-4.3)
correctR_0.2.1.tgz(r-4.4-any)correctR_0.2.1.tgz(r-4.3-any)
correctR_0.2.1.tar.gz(r-4.5-noble)correctR_0.2.1.tar.gz(r-4.4-noble)
correctR_0.2.1.tgz(r-4.4-emscripten)correctR_0.2.1.tgz(r-4.3-emscripten)
correctR.pdf |correctR.html✨
correctR/json (API)
| # Install 'correctR' in R: |
| install.packages('correctR', repos = c('https://hendersontrent.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/hendersontrent/correctr/issues
hypothesis-testingmachine-learningstatistics
Last updated 9 months agofrom:cf8312058f. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 08 2024 |
| R-4.5-win | OK | Nov 08 2024 |
| R-4.5-linux | OK | Nov 08 2024 |
| R-4.4-win | OK | Nov 08 2024 |
| R-4.4-mac | OK | Nov 08 2024 |
| R-4.3-win | OK | Nov 08 2024 |
| R-4.3-mac | OK | Nov 08 2024 |
Exports:kfold_ttestrepkfold_ttestresampled_ttest
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Corrections For Correlated Test Statistics | correctR-package correctR |
| Compute correlated t-statistic and p-value for k-fold cross-validated results | kfold_ttest |
| Compute correlated t-statistic and p-value for repeated k-fold cross-validated results | repkfold_ttest |
| Compute correlated t-statistic and p-value for resampled data | resampled_ttest |