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GPvecchia - MaRDI portal

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GPvecchia (Q1353875)

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Scalable Gaussian-Process Approximations
Language Label Description Also known as
English
GPvecchia
Scalable Gaussian-Process Approximations

    Statements

    instance of
    R package
    0 references
    software version identifier
    0.1.4
    publication date
    24 October 2022
    0 references
    0.1.6
    publication date
    8 February 2024
    0 references
    programmed in
    R
    0 references
    last update
    8 February 2024
    0 references
    description
    Fast scalable Gaussian process approximations, particularly well suited to spatial (aerial, remote-sensed) and environmental data, described in more detail in Katzfuss and Guinness (2017) <arXiv:1708.06302>. Package also contains a fast implementation of the incomplete Cholesky decomposition (IC0), based on Schaefer et al. (2019) <arXiv:1706.02205> and MaxMin ordering proposed in Guinness (2018) <arXiv:1609.05372>.
    0 references
    author
    Matthias Katzfuss
    0 references
    Marcin Jurek
    0 references
    Daniel Zilber
    0 references
    Wenlong Gong
    0 references
    imports
    Rcpp
    software version identifier
    ≥ 1.0.9
    0 references
    methods
    0 references
    stats
    0 references
    sparseinv
    0 references
    fields
    0 references
    Matrix
    software version identifier
    ≥ 1.5.1
    0 references
    parallel
    0 references
    GpGp
    0 references
    FNN
    0 references

    Identifiers

    swMATH work ID
    41328
    0 references
    CRAN project
    GPvecchia
    0 references
     
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