Bayesian Estimation for a Novel Geometric Integer-Valued Generalized Autoregressive Conditional Heteroscedastic (NoGe-INGARCH) Model

The authors propose a novel geometric integer-valued generalized autoregressive conditional heteroscedastic (NoGe-INGARCH) model and develop Bayesian estimation techniques using the Hamiltonian Monte Carlo (HMC) algorithm to estimate the model parameters.