fdaPDE1.1-20 package

Physics-Informed Spatial and Functional Data Analysis

covs.test

Covariate test function for the horseshoe domain

create.FEM.basis

Create a FEM basis

create.mesh.1.5D

Create a 1.5D linear network mesh

create.mesh.2.5D

Create a mesh.2.5D object from the nodes locations and the connectiv...

create.mesh.2D

Create a 2D triangular mesh

create.mesh.3D

Create a mesh.3D object from the connectivity matrix and nodes locat...

DE.FEM

Nonparametric density estimation with differential regularization

DE.FEM.time

Nonparametric spatio-temporal density estimation with differential reg...

DE.heat.FEM

Density initialization

DE.heat.FEM.time

Spatio-temporal density initialization

eval.FEM

Evaluate a FEM object at a set of point locations

eval.FEM.time

Evaluate a FEM.time object at a set of point locations

fdaPDE-deprecated

Deprecated Functions

FEM

Define a surface or spatial field by a Finite Element basis expansion

FEM.time

Define a spatio-temporal field by a Finite Element basis expansion

FPCA.FEM

Smooth Functional Principal Component Analysis

fs.test.3D

FELSPLINE 3D test function

fs.test

FELSPLINE test function

image.FEM

Image Plot of a 2D FEM object

image.FEM.time

Image plot of a 2D FEM.time object at a given time

inferenceDataObject-class

Class for inference data

inferenceDataObjectBuilder

Constructor for inferenceDataObject class

inferenceDataObjectTime-class

Class for inference data in ST case

inferenceDataObjectTimeBuilder

Constructor for inferenceDataObjectTime class

plot.FEM

Plot a FEM object

plot.FEM.time

Plot a FEM.time object at a given time

plot.mesh.1.5D

Plot a mesh.1.5D object

plot.mesh.2.5D

Plot a mesh.2.5D object

plot.mesh.2D

Plot a mesh.2D object

plot.mesh.3D

Plot a mesh.3D object

projection.points.1.5D

Project 2D points onto 1.5D linear network mesh

projection.points.2.5D

Project 3D points onto 2D 2.5D triangular mesh

refine.by.splitting.mesh.1.5D

Create a mesh.1.5D object by splitting each edge of a given mesh int...

refine.by.splitting.mesh.2.5D

Create a mesh.2.5D object by splitting each triangle of a given mesh...

refine.by.splitting.mesh.2D

Create a mesh.2D object by splitting each triangle of a given mesh i...

refine.by.splitting.mesh.3D

Create a mesh.3D object by splitting each tetrahedron of a given mes...

refine.mesh.1.5D

Refine 1.5D mesh

refine.mesh.2D

Refine a 2D triangular mesh

smooth.FEM

Spatial regression with differential regularization

smooth.FEM.time

Space-time regression with differential regularization

An implementation of regression models with partial differential regularizations, making use of the Finite Element Method. The models efficiently handle data distributed over irregularly shaped domains and can comply with various conditions at the boundaries of the domain. A priori information about the spatial structure of the phenomenon under study can be incorporated in the model via the differential regularization. See Sangalli, L. M. (2021) <doi:10.1111/insr.12444> "Spatial Regression With Partial Differential Equation Regularisation" for an overview. The release 1.1-9 requires R (>= 4.2.0) to be installed on windows machines.

  • Maintainer: Eleonora Arnone
  • License: GPL-3
  • Last published: 2024-09-17