Package: EmpiricalDynamics
Title: Empirical Discovery of Differential Equations from Time Series
        Data
Version: 0.1.14
Authors@R: 
    person("José Mauricio", "Gómez Julián", email = "isadore.nabi@pm.me", role = c("aut", "cre"),
           comment = c(ORCID = "0009-0000-2412-3150"))
Description: A comprehensive toolkit for discovering differential and
        difference equations from empirical time series data using
        symbolic regression. The package implements a complete workflow
        from data preprocessing (including Total Variation Regularized
        differentiation for noisy economic data), visual exploration of
        dynamical structure, and symbolic equation discovery via
        genetic algorithms. It leverages a high-performance 'Julia'
        backend ('SymbolicRegression.jl') to provide industrial-grade
        robustness, physics-informed constraints, and rigorous
        out-of-sample validation. Designed for economists, physicists,
        and researchers studying dynamical systems from observational
        data.
License: GPL (>= 3)
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
SystemRequirements: Julia (>= 1.6)
Depends: R (>= 4.0.0)
Imports: CVXR (>= 1.8), minpack.lm (>= 1.2), signal (>= 0.7), lmtest
        (>= 0.9), tseries (>= 0.10), ggplot2 (>= 3.4.0), gridExtra (>=
        2.3), stats, graphics, grDevices, utils, methods
Suggests: JuliaConnectoR (>= 1.1), JuliaCall (>= 0.17), clarabel, scs,
        osqp (>= 1.0), ECOSolveR (>= 0.5), testthat (>= 3.0.0), knitr
        (>= 1.40), rmarkdown (>= 2.20), covr, mgcv, rstanarm (>=
        2.21.0)
Config/testthat/edition: 3
VignetteBuilder: knitr
URL: https://github.com/IsadoreNabi/EmpiricalDynamics
BugReports: https://github.com/IsadoreNabi/EmpiricalDynamics/issues
NeedsCompilation: no
Packaged: 2026-09-26 09:58:02 UTC; root
Author: José Mauricio Gómez Julián [aut, cre]
        (<https://orcid.org/0009-0000-2412-3150>)
Maintainer: José Mauricio Gómez Julián <isadore.nabi@pm.me>
Config/roxygen2/version: 8.0.0
Config/pak/sysreqs: cmake libgmp3-dev make libssl-dev pkg-config
        libclang-dev
Repository: https://isadorenabi.r-universe.dev
Date/Publication: 2026-08-27 19:07:51 UTC
RemoteUrl: https://github.com/IsadoreNabi/EmpiricalDynamics
RemoteRef: HEAD
RemoteSha: 3f4ed02e4f72c5a78946652125333a4ba5f411e4