Package: modelimportance
Type: Package
Title: Measuring Contributions of Component Models to Ensemble Forecast
        Accuracy
Version: 0.1.0
Authors@R: c(
    person(given = "Minsu", 
           family = "Kim",
           email = "minsu@umass.edu", 
           role = c("aut", "cre", 'cph'),
           comment = c(ORCID = "0009-0008-4637-3589")),
    person(given = "Li",
           family = "Shandross",
           email = "lshandross@umass.edu",
           comment = c(ORCID = "0009-0008-1348-1954"),
           role = c("aut", "ctb")),
    person(given = "Zhian",
           family = "Kamvar",
           email = "zkamvar@umass.edu",
           comment = c(ORCID = "0000-0003-1458-7108"),
           role = c("ctb")),
    person(given = "Nicholas", 
           family = "Reich",
           email = "nick@umass.edu", 
           role = c("aut"),
           comment = c(ORCID = "0000-0003-3503-9899")),
    person(given = "Evan", 
           family = "Ray", 
           email = "elray1@umass.edu", 
           role = c("aut"))
    )
Description: Provides metrics for quantifying the contribution of
        individual component models to the predictive accuracy of
        ensemble forecasts. The package implements the
        Leave-One-Model-Out (LOMO) and
        Leave-All-Subset-of-One-Model-Out (LASOMO) model importance
        metrics, enabling users to assess the relative importance of
        component models and better understand the performance of
        ensemble forecasting systems. Methods are described in Kim et
        al. (2026) <doi:10.1016/j.ijforecast.2025.12.006>.
License: MIT + file LICENSE
Encoding: UTF-8
RoxygenNote: 7.3.3
Imports: hubUtils (>= 0.4.0), dplyr (>= 1.1.4), hubEvals (>= 0.3.0),
        hubEnsembles (>= 0.1.9), methods (>= 4.4.3), purrr (>= 1.0.4),
        furrr (>= 0.3.1), future (>= 1.49.0), checkmate (>= 2.3.3),
        rlang (>= 1.1.6), stats (>= 4.4.3)
Depends: R (>= 4.1.0)
Suggests: knitr, rmarkdown, tidyr (>= 1.3.1), kableExtra (>= 1.4.0),
        ggplot2 (>= 4.0.1), scoringutils (>= 2.1.2), testthat (>=
        3.0.0), progressr (>= 0.15.1)
Config/testthat/edition: 3
VignetteBuilder: knitr
URL: https://github.com/mkim425/modelimportance
Config/Needs/website: rmarkdown
BugReports: https://github.com/mkim425/modelimportance/issues
LazyData: true
NeedsCompilation: no
Packaged: 2026-07-16 17:07:07 UTC; root
Author: Minsu Kim [aut, cre, cph] (ORCID:
        <https://orcid.org/0009-0008-4637-3589>), Li Shandross [aut,
        ctb] (ORCID: <https://orcid.org/0009-0008-1348-1954>), Zhian
        Kamvar [ctb] (ORCID: <https://orcid.org/0000-0003-1458-7108>),
        Nicholas Reich [aut] (ORCID:
        <https://orcid.org/0000-0003-3503-9899>), Evan Ray [aut]
Maintainer: Minsu Kim <minsu@umass.edu>
Repository: https://cran.r-universe.dev
Date/Publication: 2026-07-16 13:30:02 UTC
RemoteUrl: https://github.com/cran/modelimportance
RemoteRef: HEAD
RemoteSha: fad92f5cc3ea3b63532cc010ad9635ace1f6fa2a