Using a combination of time delay and white noise, this paper shows that a simplified neuron model exhibits a pattern of coherent spikes that is labeled stochastic bursting. The authors study this analytically for cases where the characteristic time scales are markedly different, and provide an analysis based on the Fokker-Planck equation that they expect would be applicable to more complex, and realistic, systems.