Package: stressor 0.2.0

stressor: Algorithms for Testing Models under Stress

Traditional model evaluation metrics fail to capture model performance under less than ideal conditions. This package employs techniques to evaluate models "under-stress". This includes testing models' extrapolation ability, or testing accuracy on specific sub-samples of the overall model space. Details describing stress-testing methods in this package are provided in Haycock (2023) <doi:10.26076/2am5-9f67>. The other primary contribution of this package is provided to R users access to the 'Python' library 'PyCaret' <https://pycaret.org/> for quick and easy access to auto-tuned machine learning models.

Authors:Sam Haycock [aut, cre], Brennan Bean [aut], Utah State University [cph, fnd], Thermo Fisher Scientific Inc. [fnd]

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stressor.pdf |stressor.html
stressor/json (API)

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

Peer review:

Datasets:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.00 score 6 scripts 527 downloads 17 exports 26 dependencies

Last updated 7 months agofrom:d00feeb9b6. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 26 2024
R-4.5-winOKOct 26 2024
R-4.5-linuxOKOct 26 2024
R-4.4-winOKOct 26 2024
R-4.4-macOKOct 26 2024
R-4.3-winOKOct 26 2024
R-4.3-macOKOct 26 2024

Exports:create_groupscreate_virtualenvcvcv_clusterdata_gen_asymdata_gen_lmdata_gen_sinedist_centmlm_classificationmlm_refitmlm_regressorpython_availreg_asymreg_sinescoresplit_data_probthinning

Dependencies:clidplyrfansigenericsglueherejsonlitelatticelifecyclemagrittrMatrixpillarpkgconfigpngR6rappdirsRcppRcppTOMLreticulaterlangrprojroottibbletidyselectutf8vctrswithr

stressor

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Last update: 2024-02-01
Started: 2024-02-01