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The integrated R package estimates demographic vital rates from diverse and distinct data types. The integrated modelling process is designed to be flexible and customisable, and supports several different process models and likelihoods. Users can combine any number of data types in a single analysis.

Inference in the integrated package is enabled by greta, which supports a range a approximate or fully Bayesian inference tools. greta uses the TensorFlow software library to support fast computation of complex probabilistic models.

You can install the integrated package directly from GitHub using the devtools package:

devtools::install_github('jdyen/integrated.pkg')

Please leave feedback, bug reports or feature requests at the GitHub issues page.

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R package for Bayesian integrated population models

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