Furthermore, there are multiple possible routes between two locations on a network; for example, it is possible to circumnavigate a block both clockwise and counter-clockwise. We must therefore redefine our kernel function to take this new spatial representation into account. We ultimately require a solution in which the risk density decays linearly along an edge, so that the network KDE remains comparable with the planar KDE.