Other packages > Find by keyword >

SLGP  

Spatial Logistic Gaussian Process for Field Density Estimation
View on CRAN: Click here


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

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

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



Attach the package and use:
library("SLGP")
Maintained by
Athénaïs Gautier
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-09-05
Latest Update: 2025-09-05
Description:
Provides tools for conditional and spatially dependent density estimation using Spatial Logistic Gaussian Processes (SLGPs). The approach represents probability densities through finite-rank Gaussian process priors transformed via a spatial logistic density transformation, enabling flexible non-parametric modeling of heterogeneous data. Functionality includes density prediction, quantile and moment estimation, sampling methods, and preprocessing routines for basis functions. Applications arise in spatial statistics, machine learning, and uncertainty quantification. The methodology builds on the framework of Leonard (1978) <doi:10.1111/j.2517-6161.1978.tb01655.x>, Lenk (1988) <doi:10.1080/01621459.1988.10478625>, Tokdar (2007) <doi:10.1198/106186007X210206>, Tokdar (2010) <doi:10.1214/10-BA605>, and is further aligned with recent developments in Bayesian non-parametric modelling: see Gautier (2023) <https://boristheses.unibe.ch/4377/>, and Gautier (2025) <doi:10.48550/arXiv.2110.02876>).
How to cite:
Athénaïs Gautier (2025). SLGP: Spatial Logistic Gaussian Process for Field Density Estimation. R package version 1.0.1, https://cran.r-project.org/web/packages/SLGP. Accessed 10 Mar. 2026.
Previous versions and publish date:
1.0.0 (2025-09-05 22:50), 1.0.1 (2026-01-20 16:50)
Other packages that cited SLGP R package
View SLGP citation profile
Other R packages that SLGP depends, imports, suggests or enhances
Complete documentation for SLGP
Functions, R codes and Examples using the SLGP R package
Full SLGP package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

gena  
Genetic Algorithm and Particle Swarm Optimization
Implements genetic algorithm and particle swarm algorithm for real-valued functions. Various modific ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
Download / Learn more Package Citations See dependency  
plyr  
Tools for Splitting, Applying and Combining Data
A set of tools that solves a common set of problems: you need to break a big problem down into mana ...
Download / Learn more Package Citations See dependency  

26,293

R Packages

225,784

Dependencies

70,376

Author Associations

26,294

Publication Badges

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