Distributions for Ecological Models in 'nimble'

Common ecological distributions for 'nimble' models in the form of nimbleFunction objects. Includes Cormack-Jolly-Seber, occupancy, dynamic occupancy, hidden Markov, dynamic hidden Markov, and N-mixture models. (Jolly (1965) , Seber (1965) , Turek et al. (2016) ).


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Distributions for Ecological Models in 'nimble'

This repository provides user-defined distributions that can be used in NIMBLE models for common population ecology statistical models. These include distributions for:

  • basic capture-recapture distributions (Cormack-Jolly-Seber),
  • hidden Markov model distributions for multi-state and multi-event capture-recapture models,
  • occupancy models,
  • dynamic occupancy models, and
  • N-mixture models.

Community contributions or suggestions for other needs are welcome.

Some of these models were used (in slightly different forms) in:

D. Turek, P. de Valpine, and C. J. Paciorek. 2016. Efficient Markov chain Monte Carlo sampling for hierarchical hidden Markov models. Environmental and Ecological Statistics 4:549-564.

Reference manual

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install.packages("nimbleEcology")

0.5.0 by Benjamin R. Goldstein, 2 years ago


https://github.com/nimble-dev/nimbleEcology


Browse source code at https://github.com/cran/nimbleEcology


Authors: Benjamin R. Goldstein [aut, cre] , Daniel Turek [aut] , Lauren Ponisio [aut] , Wei Zhang [ctb] , Perry de Valpine [aut]


Documentation:   PDF Manual  


GPL-3 license


Depends on nimble

Suggests rmarkdown, knitr, testthat


Suggested by camtrapR.


See at CRAN