Learning a latent pattern of heterogeneity in the innovation rates of a time series of counts

Helton Graziadei, Hedibert F. Lopes, Paulo C. Marques F

We develop a Bayesian hierarchical semiparametric model for phenomena related to time series of counts. The main feature of the model is its capability to learn a latent pattern of…