spOccupancy0.8.0 package

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

fitted.svcMsPGOcc

Extract Model Fitted Values for svcMsPGOcc Object

fitted.svcPGBinom

Extract Model Fitted Values for svcPGBinom Object

fitted.svcPGOcc

Extract Model Fitted Values for svcPGOcc Object

fitted.svcTIntPGOcc

Extract Model Fitted Values for svcTIntPGOcc Object

fitted.svcTMsPGOcc

Extract Model Fitted Values for svcTMsPGOcc Object

fitted.svcTPGBinom

Extract Model Fitted Values for svcTPGBinom Object

fitted.svcTPGOcc

Extract Model Fitted Values for svcTPGOcc Object

fitted.tIntPGOcc

Extract Model Fitted Values for tIntPGOcc Object

fitted.tMsPGOcc

Extract Model Fitted Values for tMsPGOcc Object

fitted.tPGOcc

Extract Model Fitted Values for tPGOcc Object

getSVCSamples

Extract spatially-varying coefficient MCMC samples

hbef2015.rda

Detection-nondetection data of 12 foliage gleaning bird species in 201...

hbefElev.rda

Elevation in meters extracted at a 30m resolution across the Hubbard B...

hbefTrends.rda

Detection-nondetection data of 12 foliage gleaning bird species from 2...

intMsPGOcc

Function for Fitting Integrated Multi-Species Occupancy Models Using P...

intPGOcc

Function for Fitting Single-Species Integrated Occupancy Models Using ...

lfJSDM

Function for Fitting a Latent Factor Joint Species Distribution Model

lfMsPGOcc

Function for Fitting Latent Factor Multi-Species Occupancy Models

msPGOcc

Function for Fitting Multi-Species Occupancy Models Using Polya-Gamma ...

neon2015.rda

Detection-nondetection data of 12 foliage gleaning bird species in 201...

PGOcc

Function for Fitting Single-Species Occupancy Models Using Polya-Gamma...

postHocLM

Function for Fitting Linear Mixed Models with Previous Model Estimates

ppcOcc

Function for performing posterior predictive checks

predict.intMsPGOcc

Function for prediction at new locations for integrated multi-species ...

predict.intPGOcc

Function for prediction at new locations for single-species integrated...

predict.lfJSDM

Function for prediction at new locations for latent factor joint speci...

predict.lfMsPGOcc

Function for prediction at new locations for latent factor multi-speci...

predict.msPGOcc

Function for prediction at new locations for multi-species occupancy m...

predict.PGOcc

Function for prediction at new locations for single-species occupancy ...

predict.sfJSDM

Function for prediction at new locations for spatial factor joint spec...

predict.sfMsPGOcc

Function for prediction at new locations for spatial factor multi-spec...

predict.spIntPGOcc

Function for prediction at new locations for single-species integrated...

predict.spMsPGOcc

Function for prediction at new locations for multi-species spatial occ...

predict.spPGOcc

Function for prediction at new locations for single-species spatial oc...

predict.stIntPGOcc

Function for prediction at new locations for multi-season single-speci...

predict.stMsPGOcc

Function for prediction at new locations for multi-season multi-specie...

predict.stPGOcc

Function for prediction at new locations for multi-season single-speci...

predict.svcMsPGOcc

Function for prediction at new locations for spatially varying coeffic...

predict.svcPGBinom

Function for prediction at new locations for single-species spatially-...

predict.svcPGOcc

Function for prediction at new locations for single-species spatially-...

predict.svcTIntPGOcc

Function for prediction at new locations for multi-season single-speci...

predict.svcTMsPGOcc

Function for prediction at new locations for multi-season multi-specie...

predict.svcTPGBinom

Function for prediction at new locations for multi-season single-speci...

predict.svcTPGOcc

Function for prediction at new locations for multi-season single-speci...

predict.tIntPGOcc

Function for prediction at new locations for multi-season single-speci...

predict.tMsPGOcc

Function for prediction at new locations for multi-season multi-specie...

predict.tPGOcc

Function for prediction at new locations for multi-season single-speci...

residuals.PGOcc

Occupancy and detection residuals for PGOcc models

residuals.spPGOcc

Occupancy and detection residuals for spPGOcc models

residuals.svcPGOcc

Occupancy and detection residuals for svcPGOcc models

sfJSDM

Function for Fitting a Spatial Factor Joint Species Distribution Model

sfMsPGOcc

Function for Fitting Spatial Factor Multi-Species Occupancy Models

simBinom

Simulate Single-Species Binomial Data

simIntMsOcc

Simulate Multi-Species Detection-Nondetection Data from Multiple Data ...

simIntOcc

Simulate Single-Species Detection-Nondetection Data from Multiple Data...

simMsOcc

Simulate Multi-Species Detection-Nondetection Data

simOcc

Simulate Single-Species Detection-Nondetection Data

simTBinom

Simulate Multi-Season Single-Species Binomial Data

simTIntOcc

Simulate Single-Species Multi-Season Detection-Nondetection Data from ...

simTMsOcc

Simulate Multi-Species Multi-Season Detection-Nondetection Data

simTOcc

Simulate Multi-Season Single-Species Detection-Nondetection Data

spIntPGOcc

Function for Fitting Single-Species Integrated Spatial Occupancy Model...

spMsPGOcc

Function for Fitting Multi-Species Spatial Occupancy Models Using Poly...

spOccupancy-package

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

spPGOcc

Function for Fitting Single-Species Spatial Occupancy Models Using Pol...

stIntPGOcc

Function for Fitting Multi-Season Single-Species Spatial Integrated Oc...

stMsPGOcc

Function for Fitting Multi-Species Multi-Season Spatial Occupancy Mode...

stPGOcc

Function for Fitting Multi-Season Single-Species Spatial Occupancy Mod...

summary.intMsPGOcc

Methods for intMsPGOcc Object

summary.intPGOcc

Methods for intPGOcc Object

summary.lfJSDM

Methods for lfJSDM Object

summary.lfMsPGOcc

Methods for lfMsPGOcc Object

summary.tPGOcc

Methods for tPGOcc Object

svcMsPGOcc

Function for Fitting Multi-Species Spatially-Varying Coefficient Occup...

svcPGBinom

Function for Fitting Single-Species Spatially-Varying Coefficient Bino...

svcPGOcc

Function for Fitting Single-Species Spatially-Varying Coefficient Occu...

svcTIntPGOcc

Function for Fitting Multi-Season Single-Species Spatially-varying Coe...

svcTMsPGOcc

Function for Fitting Multi-Species Multi-Season Spatially-Varying Coef...

svcTPGBinom

Function for Fitting Multi-Season Single-Species Spatially-Varying Coe...

svcTPGOcc

Function for Fitting Multi-Season Single-Species Spatially-Varying Coe...

tIntPGOcc

Function for Fitting Multi-Season Single-Species Integrated Occupancy ...

tMsPGOcc

Function for Fitting Multi-Species Multi-Season Occupancy Models

tPGOcc

Function for Fitting Multi-Season Single-Species Occupancy Models Usin...

updateMCMC

Update a spOccupancy or spAbundance model run with more MCMC iteration...

waicOcc

Compute Widely Applicable Information Criterion for spOccupancy Model ...

fitted.sfMsPGOcc

Extract Model Fitted Values for sfMsPGOcc Object

fitted.spIntPGOcc

Extract Model Fitted Values for spIntPGOcc Object

fitted.spMsPGOcc

Extract Model Fitted Values for spMsPGOcc Object

fitted.spPGOcc

Extract Model Fitted Values for spPGOcc Object

fitted.stIntPGOcc

Extract Model Fitted Values for stIntPGOcc Object

fitted.stMsPGOcc

Extract Model Fitted Values for stMsPGOcc Object

fitted.stPGOcc

Extract Model Fitted Values for stPGOcc Object

fitted.PGOcc

Extract Model Fitted Values for PGOcc Object

fitted.sfJSDM

Extract Model Fitted Values for sfJSDM Object

fitted.intPGOcc

Extract Model Fitted Values for intPGOcc Object

fitted.lfJSDM

Extract Model Fitted Values for lfJSDM Object

fitted.lfMsPGOcc

Extract Model Fitted Values for lfMsPGOcc Object

fitted.msPGOcc

Extract Model Fitted Values for msPGOcc Object

summary.msPGOcc

Methods for msPGOcc Object

summary.PGOcc

Methods for PGOcc Object

summary.postHocLM

Methods for postHocLM Object

summary.ppcOcc

Methods for ppcOcc Object

summary.sfJSDM

Methods for sfJSDM Object

summary.svcTIntPGOcc

Methods for svcTIntPGOcc Object

summary.sfMsPGOcc

Methods for sfMsPGOcc Object

summary.spIntPGOcc

Methods for spIntPGOcc Object

summary.spMsPGOcc

Methods for spMsPGOcc Object

summary.spPGOcc

Methods for spPGOcc Object

summary.stIntPGOcc

Methods for stIntPGOcc Object

summary.stMsPGOcc

Methods for stMsPGOcc Object

summary.stPGOcc

Methods for stPGOcc Object

summary.svcMsPGOcc

Methods for svcMsPGOcc Object

summary.svcPGBinom

Methods for svcPGBinom Object

summary.svcPGOcc

Methods for svcPGOcc Object

summary.svcTMsPGOcc

Methods for svcTMsPGOcc Object

summary.svcTPGBinom

Methods for svcTPGBinom Object

summary.svcTPGOcc

Methods for svcTPGOcc Object

summary.tIntPGOcc

Methods for tIntPGOcc Object

summary.tMsPGOcc

Methods for tMsPGOcc Object

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.

  • Maintainer: Jeffrey Doser
  • License: GPL (>= 3)
  • Last published: 2024-12-14