Package: misl
Title: Multiple Imputation by Super Learning
Version: 2.0.0
Authors@R: c(
    person(
      given   = "Justin",
      family  = "Manjourides",
      email   = "j.manjourides@northeastern.edu",
      role    = c("aut", "cre"),
      comment = c(ORCID = "0000-0002-2454-4489")
    ),
    person(
      given   = "Thomas",
      family  = "Carpenito",
      role    = "aut",
      comment = c(ORCID = "0000-0003-3591-0680")
    )
  )
Description: Performs multiple imputation of missing data using an ensemble
    super learner built with the tidymodels framework. For each incomplete
    column, a stacked ensemble of candidate learners is trained on a bootstrap
    sample of the observed data and used to generate imputations via predictive
    mean matching (continuous), probability draws (binary), or cumulative
    probability draws (categorical). Supports parallelism across imputed
    datasets via the future framework.
License: MIT + file LICENSE
URL: https://github.com/JustinManjourides/misl
BugReports: https://github.com/JustinManjourides/misl/issues
Encoding: UTF-8
RoxygenNote: 7.3.3
Depends: R (>= 4.1.0)
Imports: dplyr (>= 1.1.0), future.apply (>= 1.11.0), parsnip (>=
        1.2.0), recipes (>= 1.0.0), rsample (>= 1.2.0), stacks (>=
        1.0.0), stats, tibble (>= 3.2.0), tidyr (>= 1.3.0), tune (>=
        1.2.0), utils, workflows (>= 1.1.0)
Suggests: earth (>= 5.3.0), future (>= 1.33.0), ggforce, ggplot2,
        knitr, MASS, ranger (>= 0.16.0), rmarkdown, scales, testthat
        (>= 3.0.0), xgboost (>= 1.7.0)
VignetteBuilder: knitr
Config/testthat/edition: 3
NeedsCompilation: no
Packaged: 2026-04-08 00:02:45 UTC; j.manjourides
Author: Justin Manjourides [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-2454-4489>),
  Thomas Carpenito [aut] (ORCID: <https://orcid.org/0000-0003-3591-0680>)
Maintainer: Justin Manjourides <j.manjourides@northeastern.edu>
Repository: CRAN
Date/Publication: 2026-04-08 05:00:02 UTC
Built: R 4.4.3; ; 2026-04-08 06:48:42 UTC; unix
