This paper studies the deterministic and stochastic dynamics of a biological burster model. Special emphasis is paid to the transition zones between the main spiking patterns. In these zones, noise can induce or suppress spike generation. We explain this in terms of bifurcation phenomena in the underlying deterministic model. We also show how coupled bursters can interact to provide in-phase and
out-of-phase synchronous regimes with varying noise intensity.