rbc-research/dsos: Dataset Shift with Outlier Scores

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.

Getting started

Package details

Maintainer
LicenseGPL (>= 3)
Version0.1.0
URL https://github.com/rbc-research/dsos
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("rbc-research/dsos")
rbc-research/dsos documentation built on Dec. 22, 2021, 1:01 p.m.