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dsos (version 0.1.2)

dsos-package: dsos: Dataset Shift with Outlier Scores

Description

Test for no adverse shift in two-sample comparison when we have a training set, the reference distribution, and a test set. The approach is flexible and relies on a robust and powerful test statistic, the weighted AUC. Technical details are in Kamulete, V. M. (2021) arXiv:1908.04000. Modern notions of outlyingness such as trust scores and prediction uncertainty can be used as the underlying scores for example.

Arguments

Author

Maintainer: Vathy M. Kamulete vathymut@gmail.com (ORCID)

Other contributors:

  • Royal Bank of Canada (RBC) (Research supported and funded by RBC) [copyright holder]

See Also