In this paper, we investigate the two-dimensional Rulkov model of neural activity in the zone of Canard-type closed invariant curves. We are studying the phenomenon of splitting under random disturbances. We are considered the transition from the tonic spiking regime to the stochastic bursting one. The direct numerical simulation and the stochastic sensitivity function technique are used to study these phenomena.