Figure 1.

In our model formulation each subject is allowed to switch states up to two times. The timing of these state-changes are determined by change points τ_i and ω_i, chosen at random from the population distributions g_τ and g_ω, respectively. In this formulation, g_τ represents the population distribution of the onset of activation, while g_ω represents the population distribution of the duration.