deriva: Tidy Drift Detection for Monitored Machine Learning Models

Detects concept drift and data drift in streams produced by deployed machine learning models, using a tidy interface that composes with the 'tidymodels' ecosystem. Detectors are specified, fitted on a baseline period, and advanced over new batches of observations, returning tibbles annotated with warning and drift flags. A catalogue of 22 sequential drift detectors is provided. Error-based methods include the Drift Detection Method (DDM) of Gama et al. (2004) <doi:10.1007/978-3-540-28645-5_29>, the Early Drift Detection Method (EDDM) of Baena-Garcia et al. (2006), the Hoeffding's inequality based Drift Detection Methods (HDDM) of Frias-Blanco et al. (2015) <doi:10.1109/TKDE.2014.2345382>, and the Exponentially Weighted Moving Average (EWMA) chart of Ross et al. (2012) <doi:10.1016/j.patrec.2011.08.019>. Distribution-based methods include Adaptive Windowing (ADWIN) of Bifet and Gavalda (2007) <doi:10.1137/1.9781611972771.42>, Kolmogorov-Smirnov Windowing (KSWIN) of Raab et al. (2020) <doi:10.1016/j.neucom.2019.11.111>, and the Page-Hinkley test of Page (1954) <doi:10.1093/biomet/41.1-2.100>.

Version:	0.1.0
Imports:	cli, generics, rlang, stats, tibble, vctrs
Suggests:	ggplot2, knitr, rmarkdown, testthat (≥ 3.0.0)
Published:	2026-08-03
DOI:	10.32614/CRAN.package.deriva (may not be active yet)
Author:	João Paulo Assis Bonifácio [aut, cre], Geraldo Magela da Cruz Pereira [aut], Pedro Mambelli Fernandes [aut]
Maintainer:	João Paulo Assis Bonifácio <jpab.27 at hotmail.com>
BugReports:	https://github.com/bonijoao/deriva/issues
License:	MIT + file LICENSE
URL:	https://github.com/bonijoao/deriva
NeedsCompilation:	no
Materials:	README, NEWS
CRAN checks:	deriva results

Documentation:

Reference manual:	deriva.html , deriva.pdf
Vignettes:	Getting Started with deriva (source, R code)

Downloads:

Package source:	deriva_0.1.0.tar.gz
Windows binaries:	r-devel: not available, r-release: not available, r-oldrel: deriva_0.1.0.zip
macOS binaries:	r-release (arm64): deriva_0.1.0.tgz, r-oldrel (arm64): deriva_0.1.0.tgz, r-release (x86_64): deriva_0.1.0.tgz, r-oldrel (x86_64): deriva_0.1.0.tgz

Linking:

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