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@fdaPDE

fdaPDE

Physics-Informed Spatial and Functional Data Analysis

fdaPDE is a library for physics-informed spatial and functional data analysis, at the intersection between statistics and numerical analysis, for data located over complex multidimensional domains. The use of Partial Differential Equations (PDEs) permits to borrow informations coming from the physics of the problem under study into the statistical modeling, making fdaPDE an extremly flexible tool for the analysis of complex data.

fdaPDE offers a wide range of modeling capabilities, such as regression, non-parametric density estimation, functional data analysis and more, for data located over a spatial domain, possibly evolving in time.

Get started

fdaPDE is a C++ library which interfaces with R, one of the most popular language for data analysis, and runs on all major platforms (Linux, Mac, Windows). To get started, see the documentation site.

Currently a new version of the library is under development, the documentation site refers to such development stage

Cite fdaPDE

If you use fdaPDE for any scientific publication, please cite our project with:

Arnone, E., Clemente, A., Sangalli, L.M., Lila, E., Ramsay, J., and Formaggia, L. (2023),
fdaPDE: Physics-Informed Spatial and Functional Data Analysis, R package available from CRAN
https://cran.r-project.org/package=fdaPDE

Pinned

  1. fdaPDE-core fdaPDE-core Public

    The fdaPDE core library is a C++ header-only library for Partial Differential Equation discretization, computational geometry, unconstrained nonlinear optimization, linear algebra and much more.

    C++ 17 10

  2. fdaPDE-cpp fdaPDE-cpp Public

    A C++ library for physics-informed spatial and functional data analysis over complex domains.

    C++ 17 8

  3. fdaPDE-R fdaPDE-R Public

    The R wrapper to the fdaPDE library for physics-informed spatial and functional data analysis.

    R 12 2

  4. femR femR Public

    An R package for solving Partial Differential Equations using the finite element method.

    R 18 2

Repositories

Showing 8 of 8 repositories
  • fdaPDE-cpp Public

    A C++ library for physics-informed spatial and functional data analysis over complex domains.

    C++ 17 GPL-3.0 8 6 0 Updated May 2, 2024
  • fdaPDE-core Public

    The fdaPDE core library is a C++ header-only library for Partial Differential Equation discretization, computational geometry, unconstrained nonlinear optimization, linear algebra and much more.

    C++ 17 GPL-3.0 10 7 0 Updated May 1, 2024
  • fdaPDE-R Public

    The R wrapper to the fdaPDE library for physics-informed spatial and functional data analysis.

    R 12 GPL-3.0 2 3 0 Updated Apr 22, 2024
  • fdaPDE Public
    C++ 1 GPL-3.0 33 0 1 Updated Mar 1, 2024
  • fdapde.github.io Public

    fdaPDE documentation site

    Python 0 0 0 0 Updated Feb 28, 2024
  • femR Public

    An R package for solving Partial Differential Equations using the finite element method.

    R 18 GPL-3.0 2 0 0 Updated Feb 23, 2024
  • .github Public

    fdaPDE organization README

    0 GPL-3.0 0 0 0 Updated Dec 18, 2023
  • case-studies Public

    Collection of data analysis examples on simulated and real-world data, made with the fdaPDE library.

    R 0 GPL-3.0 0 0 0 Updated Aug 20, 2023

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