Bayesian InferenceFunctions to make inference about the full model using Stan |
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HMC sampling for Poisson log-normal mixed model |
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Plot posterior summaries for Poisson log-normal mixed model |
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DiSTATIS plot of posterior or bootstrap samples |
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Posterior multivariate pairs plot for Poisson log-normal mixed model |
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Frequentist InferenceFunctions to make inference about the simplified model using the parametric bootstrap |
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Fit simplified Poisson log-normal model |
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Plot point estimates for MCLE fit |
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DiSTATIS plot of posterior or bootstrap samples |