Package: SLGP
Type: Package
Title: Spatial Logistic Gaussian Process for Field Density Estimation
Version: 1.0.2
Authors@R: 
    c(person(given = "Athénaïs",
             family = "Gautier",
             role = c("aut", "cre"),
             email = "athenais.gautier@onera.fr"))
Maintainer: Athénaïs Gautier <athenais.gautier@onera.fr>
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>).
License: GPL (>= 3)
Encoding: UTF-8
RoxygenNote: 7.3.2
Biarch: true
Depends: R (>= 3.5.0), stats
Imports: DiceDesign, methods, mvnfast, Rcpp (>= 0.12.0), RcppParallel
        (>= 5.0.1), rstan (>= 2.18.1), GoFKernel, rstantools
LinkingTo: BH (>= 1.66.0), Rcpp (>= 0.12.0), RcppEigen (>= 0.3.3.3.0),
        rstan (>= 2.18.1), StanHeaders (>= 2.21.0)
SystemRequirements: GNU make
Suggests: knitr, rmarkdown, tidyr, dplyr, ggplot2, ggpubr, viridis,
        MASS
VignetteBuilder: knitr
NeedsCompilation: yes
Packaged: 2026-06-17 08:02:51 UTC; root
Author: Athénaïs Gautier [aut, cre]
Config/pak/sysreqs: make
Repository: https://cran.r-universe.dev
Date/Publication: 2026-02-17 21:00:02 UTC
RemoteUrl: https://github.com/cran/SLGP
RemoteRef: HEAD
RemoteSha: c5eaf0e104e001ec82d71f5eb721099c215867c7