Cubatemp

A (\(48679x 3\))-matrix containing spatial january average temperature (°C) observed 
 between 1970-2000 in Cuba with associated UTM coordinates. The data has been retrieved using the package geodata 
that allows to download climate data from WorldClim version 2.1.
UTM coordinates has been obtained using zone 18 and datum WGS84 and rescaled by 1000 to have distances in KM.

datasets

Functions for Gaussian and Non Gaussian (bivariate) spatial and spatio-temporal data analysis are provided for a) (fast) simulation of random fields, b) inference for random fields using standard likelihood and a likelihood approximation method called weighted composite likelihood based on pairs and b) prediction using (local) best linear unbiased prediction. Weighted composite likelihood can be very efficient for estimating massive datasets. Both regression and spatial (temporal) dependence analysis can be jointly performed. Flexible covariance models for spatial and spatial-temporal data on Euclidean domains and spheres are provided. There are also many useful functions for plotting and performing diagnostic analysis. Different non Gaussian random fields can be considered in the analysis. Among them, random fields with marginal distributions such as Skew-Gaussian, Student-t, Tukey-h, Sin-Arcsin, Two-piece, Weibull, Gamma, Log-Gaussian, Binomial, Negative Binomial and Poisson. See the URL for the papers associated with this package, as for instance, Bevilacqua and Gaetan (2015) <doi:10.1007/s11222-014-9460-6>, Bevilacqua et al. (2016) <doi:10.1007/s13253-016-0256-3>, Vallejos et al. (2020) <doi:10.1007/978-3-030-56681-4>, Bevilacqua et. al (2020) <doi:10.1002/env.2632>, Bevilacqua et. al (2021) <doi:10.1111/sjos.12447>, Bevilacqua et al. (2022) <doi:10.1016/j.jmva.2022.104949>, Morales-Navarrete et al. (2023) <doi:10.1080/01621459.2022.2140053>, and a large class of examples and tutorials.

Moreno Bevilacqua

GeoModels

Procedures for Gaussian and Non Gaussian Geostatistical (Large)
Data Analysis

Víctor Morales-Oñate

Francisco Cuevas-Pacheco

Christian Caamaño-Carrillo

Cubatemp function

A numerical matrix of dimension \(48679 x 3\).

Format

January monthly average temperature in Cuba between 1970-2000 — Cubatemp

January monthly average temperature in Cuba between 1970-2000

Cubatemp: January monthly average temperature in Cuba between 1970-2000

Description

Usage

Arguments

Format