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Mixing centered and non-centered parameterizations in a hierarchical model with PyMC3
·3936 words·19 mins·
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How to build a hierarchical model in PyMC3 with a mixture of centered and non-centered parameterizations to avoid the dreaded funnel degeneracies.
Fitting a spline with PyMC3
·1841 words·9 mins·
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How to fit a spline using the Bayesian modeling framework PyMC3.
Dirichlet Regression with PyMC
·1428 words·7 mins·
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I provide a simple example of a Dirichlet regression in PyMC. This form of generalized linear model is appropriate when modeling proportions of multiple groups, that is, when modeling a collection of positive values that must sum to a constant. Some common examples include ratios and percentages.



