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spAbundance

Univariate and Multivariate Spatial Modeling of Species Abundance

v0.2.1 · Oct 5, 2024 · GPL (>= 3)

Description

Fits single-species (univariate) and multi-species (multivariate) non-spatial and spatial abundance models in a Bayesian framework using Markov Chain Monte Carlo (MCMC). Spatial models are fit using Nearest Neighbor Gaussian Processes (NNGPs). Details on NNGP models are given in Datta, Banerjee, Finley, and Gelfand (2016) <doi:10.1080/01621459.2015.1044091> and Finley, Datta, and Banerjee (2022) <doi:10.18637/jss.v103.i05>. Fits single-species and multi-species spatial and non-spatial versions of generalized linear mixed models (Gaussian, Poisson, Negative Binomial), N-mixture models (Royle 2004 <doi:10.1111/j.0006-341X.2004.00142.x>) and hierarchical distance sampling models (Royle, Dawson, Bates (2004) <doi:10.1890/03-3127>). Multi-species spatial models are fit using a spatial factor modeling approach with NNGPs for computational efficiency.

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installed package size

  installed size is  5.1Mb
  sub-directories of 1Mb or more:
    R      2.0Mb
    libs   2.4Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  5.6Mb
  sub-directories of 1Mb or more:
    R      2.0Mb
    libs   2.9Mb
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Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-oldrel-macos-arm64

installed package size

  installed size is  5.1Mb
  sub-directories of 1Mb or more:
    R      2.0Mb
    libs   2.4Mb
NOTE r-oldrel-macos-x86_64

installed package size

  installed size is  5.6Mb
  sub-directories of 1Mb or more:
    R      2.0Mb
    libs   2.9Mb

Reverse Dependencies (1)

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Dependency Network

Dependencies Reverse dependencies coda abind RANN lme4 foreach doParallel spOccupancy spAbundance

Version History

new 0.2.1 Mar 9, 2026