CRAN/E | dsos

dsos

Dataset Shift with Outlier Scores

Installation

About

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) . Modern notions of outlyingness such as trust scores and prediction uncertainty can be used as the underlying scores for example.

github.com/vathymut/dsos
Bug report File report

Key Metrics

Version 0.1.2
Published 2023-02-19 431 days ago
Needs compilation? no
License GPL (≥ 3)
CRAN checks dsos results
Language en-US

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Maintainer

Maintainer

Vathy M. Kamulete

vathymut@gmail.com

Authors

Vathy M. Kamulete

aut / cre

Royal Bank of Canada

cph

(Research supported and funded by RBC)

Material

NEWS
Reference manual
Package source

Vignettes

Acknowledgements
Bring Your Own Scores
A 10-minute Crash Course

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

dsos archive

Imports

data.table ≥ 1.14.6
future.apply ≥ 1.10.0
ggplot2 ≥3.4.0
scales ≥ 1.2.1
simctest ≥ 2.6
stats ≥ 4.2.1

Suggests

fdrtool ≥ 1.2.17
knitr ≥ 1.42
rmarkdown ≥ 2.20
testthat ≥ 3.1.6