“…This goal can be realized with the implementation of a spatiotemporal investigation of the intrinsic risk associated with different travel modalities [ 18 ]. Assuming spatiotemporal interactions as a basic factor shaping collision density [ 37 , 38 , 39 , 40 ], different approaches have been proposed for explicit analysis of processes interacting over space [ 13 , 14 , 15 , 16 , 17 , 18 , 19 , 20 ]. Given the benefits associated with a comprehensive knowledge of temporal and spatial correlation among individual events [ 31 , 32 , 33 ], crash (frequency) data were usually aggregated over space and time [ 16 ], which may produce unobserved heterogeneity, as crashes that occur close in space or time are likely to share some unobserved characteristics [ 21 , 41 , 42 , 43 ].…”