Spatial and Spatio-Temporal Models using 'INLA'
Illustrative code to compute the covariance of the second order autore...
Precision matrix for an AR2 model.
Define a spacetime model object for the f() call.
Mapper object for automatic inlabru interface
Define the stationary SPDE cgeneric model for INLA.
check package version and load
Computes the Whittle-Matern correlation function.
Download files from the NOAA's GHCN daily data
Function to define the boundary Earch polygon in longlat projection fo...
Select data from the daily dataset
Spatial and Spatio-Temporal Models using INLA
The 2nd order temporal matrices with boundary correction
Extracts the dual of a mesh object.
Illustrative code for building a mesh in 2d domain.
Illustrative code for Finite Element matrices of a mesh in 2d domain.
Illustrative code to build the projector matrix for SPDE models.
Detect outliers in a time series considering the raw data and a smooth...
Functions to help converting from/to user/internal parametrization. Th...
To visualize time series over space.
Internal util functions for polygon properties.
Illustrative code to build the precision matrix for SPDE kind models.
To retrieve goodness of fit statistics for a specific model class.
To check unusual low/high variance segments
Define a spacetime model object for the f() call.
Define the spacetime model matrices.
Spacetime precision matrix.
Prepare a matrix or a list of matrices for use in some 'cgeneric' code...
Define a regular grid in 'Mollweide' projection, with units in kilomet...
Helper functions to retrieve the world map, a world polygon, and creat...
Prepare objects to implement models over spatial and spacetime domains with the 'INLA' package (<https://www.r-inla.org>). These objects contain data to for the 'cgeneric' interface in 'INLA', enabling fast parallel computations. We implemented the spatial barrier model, see Bakka et. al. (2019) <doi:10.1016/j.spasta.2019.01.002>, and some of the spatio-temporal models proposed in Lindgren et. al. (2024) <https://raco.cat/index.php/SORT/article/view/428665>. Details are provided in the available vignettes and from the URL bellow.
Useful links