Package: dynemu
Title: Emulation of Dynamic Simulators via One-Step-Ahead Approach
Version: 1.0.2
Authors@R: 
    person(given="Junoh", family="Heo", role=c("aut", "cre"), email="heojunoh@msu.edu")
Maintainer: Junoh Heo <heojunoh@msu.edu>
Description: Performs emulation of dynamic simulators using Gaussian
        process via one-step ahead approach. The package implements a
        flexible framework for approximating time-dependent outputs
        from computationally expensive dynamic systems. It is
        specifically designed for nonlinear dynamic systems where full
        simulations may be costly. The underlying Gaussian process
        model accounts for temporal dependency through the
        one-step-ahead formulation, allowing for accurate emulation of
        complex dynamics. Hyperparameters are estimated via maximum
        likelihood. For methodological details, see Heo (2025,
        <doi:10.48550/arXiv.2503.20250>) for exact method, and
        Mohammadi, Challenor, and Goodfellow (2019,
        <doi:10.1016/j.csda.2019.05.006>) for Monte Carlo method.
License: MIT + file LICENSE
Encoding: UTF-8
Imports: deSolve, plgp, stats, utils, MASS
Suggests: lhs
RoxygenNote: 7.3.2
NeedsCompilation: no
Packaged: 2026-10-12 09:27:02 UTC; root
Author: Junoh Heo [aut, cre]
Repository: https://heojunoh.r-universe.dev
Date/Publication: 2025-08-18 19:40:02 UTC
RemoteUrl: https://github.com/cran/dynemu
RemoteRef: HEAD
RemoteSha: ca89409032d35d8ef69fa6f3a568bf770f9ffe60