Stan can handle latent discrete parameters in population ecology models by marginalizing them out. This allows estimating quantities like population size and transition probabilities. Stan formulations for capture-recapture and multistate models use matrix calculations in hidden Markov models. Stan shows faster computation and better sampling than OpenBUGS for these examples, though the models can
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