Package: gdpar
Type: Package
Title: General Dynamic Parameter Models via Reference Anchoring
Version: 0.1.0
Authors@R: 
    person("José Mauricio", "Gómez Julián",
           email = "isadore.nabi@pm.me",
           role = c("aut", "cre"),
           comment = c(ORCID = "0009-0000-2412-3150"))
Description: Implements a unified predictive framework in which individual
    parameters are decomposed as theta_i equal to theta_ref plus
    Delta(x_i, theta_ref), with theta_ref a population reference and
    Delta an explicit deviation function. The decomposition follows the
    Additive-Multiplicative-Modulated canonical form and is estimated
    through three complementary paths: hierarchical Bayesian inference
    via 'Stan', varying-coefficient models via penalized splines, and
    amortized inference via hypernetworks in 'torch'. The package
    provides identifiability diagnostics, validity tests for the
    population reference, and benchmarks against canonical zero-inflated
    count datasets and avian abundance data from the eBird Status and
    Trends project. The framework and its estimation paths are described
    in Gomez Julian (2026) <doi:10.5281/zenodo.21046269>.
License: GPL (>= 3)
Encoding: UTF-8
URL: https://github.com/IsadoreNabi/gdpar
BugReports: https://github.com/IsadoreNabi/gdpar/issues
Depends: R (>= 4.2.0)
Imports: posterior, stats, methods, withr
Suggests: cmdstanr, loo, bayesplot, DHARMa, digest, mgcv, Matrix, pscl,
        AER, ebirdst, knitr, rmarkdown, testthat (>= 3.0.0),
        kableExtra, brms, INLA, rstanarm, scoringRules, gratia, grf,
        reticulate, mvnfast
Additional_repositories: https://stan-dev.r-universe.dev,
        https://inla.r-inla-download.org/R/stable
VignetteBuilder: knitr
Config/testthat/edition: 3
RoxygenNote: 8.0.0
NeedsCompilation: no
Packaged: 2026-07-07 00:42:16 UTC; josemgomezj
Author: José Mauricio Gómez Julián [aut, cre] (ORCID:
    <https://orcid.org/0009-0000-2412-3150>)
Maintainer: José Mauricio Gómez Julián <isadore.nabi@pm.me>
Repository: CRAN
Date/Publication: 2026-07-15 18:10:02 UTC
Built: R 4.5.3; ; 2026-07-21 00:01:32 UTC; windows
