Package: deriva
Title: Tidy Drift Detection for Monitored Machine Learning Models
Version: 0.2.0
Authors@R: c(
    person("João Paulo Assis", "Bonifácio", , "jpab.27@hotmail.com",
           role = c("aut", "cre"),
           comment = c(ORCID = "0009-0009-2335-8391")),
    person("Geraldo Magela da Cruz", "Pereira", , "geraldo.pereira@ufla.br",
           role = "aut",
           comment = c(ORCID = "0000-0001-6280-4870")),
    person("Pedro", "Mambelli Fernandes", , "pedromambelli@gmail.com",
           role = "aut",
           comment = c(ORCID = "0009-0001-1695-279X"))
  )
Description: 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>.
License: MIT + file LICENSE
URL: https://github.com/bonijoao/deriva,
        https://bonijoao.github.io/deriva/
BugReports: https://github.com/bonijoao/deriva/issues
Encoding: UTF-8
LazyData: true
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.3
Depends: R (>= 4.1)
Imports: cli, generics, rlang, stats, tibble, utils, vctrs, withr
Suggests: ggplot2, knitr, rmarkdown, testthat (>= 3.0.0)
VignetteBuilder: knitr
Config/testthat/edition: 3
Repository: https://bonijoao.r-universe.dev
Date/Publication: 2026-09-30 00:31:32 UTC
RemoteUrl: https://github.com/bonijoao/deriva
RemoteRef: HEAD
RemoteSha: 80a697afa3427051dc00a3d49ea4f4a8702c35ed
NeedsCompilation: no
Packaged: 2026-09-30 00:56:55 UTC; root
Author: João Paulo Assis Bonifácio [aut, cre] (ORCID:
    <https://orcid.org/0009-0009-2335-8391>),
  Geraldo Magela da Cruz Pereira [aut] (ORCID:
    <https://orcid.org/0000-0001-6280-4870>),
  Pedro Mambelli Fernandes [aut] (ORCID:
    <https://orcid.org/0009-0001-1695-279X>)
Maintainer: João Paulo Assis Bonifácio <jpab.27@hotmail.com>