Neural Likelihood Approximation for Integer Valued Time Series Data

Luke O'Loughlin, John Maclean, Andrew Black

Stochastic processes defined on integer valued state spaces are popular within the physical and biological sciences. These models are necessary for capturing the dynamics of small…