Package: neuralGAM
Type: Package
Title: Interpretable Neural Network Based on Generalized Additive
        Models
Version: 2.0.1
Authors@R: c(person("Ines", "Ortega-Fernandez", role = c("aut", "cre", "cph"),
                     email = "iortega@gradiant.org", 
                     comment = c(ORCID = "0000-0002-8041-6860")),
              person("Marta", "Sestelo", role = c("aut","cph"),
                      email = "sestelo@uvigo.es", 
                      comment = c(ORCID = "0000-0003-4284-6509"))
              )
Maintainer: Ines Ortega-Fernandez <iortega@gradiant.org>
Description: Neural Additive Model framework based on Generalized
        Additive Models from Hastie & Tibshirani (1990,
        ISBN:9780412343902), which trains a different neural network to
        estimate the contribution of each feature to the response
        variable. The networks are trained independently leveraging the
        local scoring and backfitting algorithms to ensure that the
        Generalized Additive Model converges and it is additive. The
        resultant Neural Network is a highly accurate and interpretable
        deep learning model, which can be used for high-risk AI
        practices where decision-making should be based on accountable
        and interpretable algorithms.
License: MPL-2.0
BugReports: https://github.com/inesortega/neuralGAM/issues
Encoding: UTF-8
Imports: tensorflow, keras, ggplot2, magrittr, reticulate,
        formula.tools, matrixStats, patchwork, rlang
SystemRequirements: python (>= 3.10), keras (== 2.15), tensorflow (==
        2.15)
RoxygenNote: 7.3.3
Roxygen: list(markdown = TRUE)
Suggests: covr, testthat (>= 3.0.0), fs, withr
Config/testthat/edition: 3
URL: https://inesortega.github.io/neuralGAM/,
        https://github.com/inesortega/neuralGAM
Config/pak/sysreqs: libpng-dev python3
Repository: https://inesortega.r-universe.dev
Date/Publication: 2026-07-01 22:15:03 UTC
RemoteUrl: https://github.com/inesortega/neuralgam
RemoteRef: HEAD
RemoteSha: 52b6d82d49a7ce18cb41f931217480c59b266366
NeedsCompilation: no
Packaged: 2026-07-01 23:21:26 UTC; root
Author: Ines Ortega-Fernandez [aut, cre, cph] (ORCID:
    <https://orcid.org/0000-0002-8041-6860>),
  Marta Sestelo [aut, cph] (ORCID:
    <https://orcid.org/0000-0003-4284-6509>)