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spOccupancy: Single-Species, Multi-Species, and Integrated Spatial Occupancy Models

Fits single-species, multi-species, and integrated non-spatial and spatial occupancy models using Markov Chain Monte Carlo (MCMC). Models are fit using Polya-Gamma data augmentation detailed in Polson, Scott, and Windle (2013) <doi:10.1080/01621459.2013.829001>. Spatial models are fit using either Gaussian processes or Nearest Neighbor Gaussian Processes (NNGP) for large spatial datasets. 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>. Provides functionality for data integration of multiple single-species occupancy data sets using a joint likelihood framework. Details on data integration are given in Miller, Pacifici, Sanderlin, and Reich (2019) <doi:10.1111/2041-210X.13110>. Details on single-species and multi-species models are found in MacKenzie, Nichols, Lachman, Droege, Royle, and Langtimm (2002) <doi:10.1890/0012-9658(2002)083[2248:ESORWD]2.0.CO;2> and Dorazio and Royle <doi:10.1198/016214505000000015>, respectively.

Version: 0.7.6
Depends: R (≥ 3.5.0)
Imports: stats, coda, abind, RANN, lme4, foreach, doParallel, spAbundance, methods
Suggests: testthat
Published: 2024-04-19
DOI: 10.32614/CRAN.package.spOccupancy
Author: Jeffrey Doser [aut, cre], Andrew Finley [aut], Marc Kery [ctb]
Maintainer: Jeffrey Doser <doserjef at msu.edu>
BugReports: https://github.com/doserjef/spOccupancy/issues
License: GPL (≥ 3)
URL: https://www.jeffdoser.com/files/spoccupancy-web, https://github.com/doserjef/spOccupancy
NeedsCompilation: yes
Citation: spOccupancy citation info
Materials: README NEWS
In views: Environmetrics
CRAN checks: spOccupancy results

Documentation:

Reference manual: spOccupancy.pdf

Downloads:

Package source: spOccupancy_0.7.6.tar.gz
Windows binaries: r-devel: spOccupancy_0.7.6.zip, r-release: spOccupancy_0.7.6.zip, r-oldrel: spOccupancy_0.7.6.zip
macOS binaries: r-release (arm64): spOccupancy_0.7.6.tgz, r-oldrel (arm64): spOccupancy_0.7.6.tgz, r-release (x86_64): spOccupancy_0.7.6.tgz, r-oldrel (x86_64): spOccupancy_0.7.6.tgz
Old sources: spOccupancy archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.