Other packages > Find by keyword >

SpatialGEV  

Fit Spatial Generalized Extreme Value Models
View on CRAN: Click here


Download and install SpatialGEV package within the R console
Install from CRAN:
install.packages("SpatialGEV")

Install from Github:
library("remotes")
install_github("cran/SpatialGEV")

Install by package version:
library("remotes")
install_version("SpatialGEV", "1.0.1")



Attach the package and use:
library("SpatialGEV")
Maintained by
Meixi Chen
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-04-05
Latest Update: 2024-06-09
Description:
Fit latent variable models with the GEV distribution as the data likelihood and the GEV parameters following latent Gaussian processes. The models in this package are built using the template model builder 'TMB' in R, which has the fast ability to integrate out the latent variables using Laplace approximation. This package allows the users to choose in the fit function which GEV parameter(s) is considered as a spatially varying random effect following a Gaussian process, so the users can fit spatial GEV models with different complexities to their dataset without having to write the models in 'TMB' by themselves. This package also offers methods to sample from both fixed and random effects posteriors as well as the posterior predictive distributions at different spatial locations. Methods for fitting this class of models are described in Chen, Ramezan, and Lysy (2021) <doi:10.48550/arXiv.2110.07051>.
How to cite:
Meixi Chen (2022). SpatialGEV: Fit Spatial Generalized Extreme Value Models. R package version 1.0.1, https://cran.r-project.org/web/packages/SpatialGEV. Accessed 06 Mar. 2026.
Previous versions and publish date:
1.0.0 (2022-04-05 11:10)
Other packages that cited SpatialGEV R package
View SpatialGEV citation profile
Other R packages that SpatialGEV depends, imports, suggests or enhances
Complete documentation for SpatialGEV
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

openxlsx  
Read, Write and Edit xlsx Files
Simplifies the creation of Excel .xlsx files by providing a high level interface to writing, stylin ...
Download / Learn more Package Citations See dependency  
solitude  
An Implementation of Isolation Forest
Isolation forest is anomaly detection method introduced by the paper Isolation based Anomaly Detecti ...
Download / Learn more Package Citations See dependency  
DatabionicSwarm  
Swarm Intelligence for Self-Organized Clustering
Algorithms implementing populations of agents that interact with one another and sense their environ ...
Download / Learn more Package Citations See dependency  
EMVS  
The Expectation-Maximization Approach to Bayesian Variable Selection
An efficient expectation-maximization algorithm for fitting Bayesian spike-and-slab regularization p ...
Download / Learn more Package Citations See dependency  
mlr3viz  
Visualizations for 'mlr3'
Visualization package of the 'mlr3' ecosystem. It features plots for mlr3 objects such as tasks, le ...
Download / Learn more Package Citations See dependency  
lbfgs  
Limited-memory BFGS Optimization
A wrapper built around the libLBFGS optimization library by Naoaki Okazaki. The lbfgs package implem ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,244

Author Associations

26,265

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA