Estimated conditional intensity for a selected biological neural network. Conditional intensity estimations, λ, for all time steps in the testing period are shown in decreasing order (top). A bar is shown if there was indeed a spike observed in the corresponding time step (top). Distributions of conditional intensity for time steps with observed spikes and without spikes (middle). By a varying threshold on λ, true positive rates vs. false positive rates can be calculated (bottom).