Fig. 1

Illustration of transitive dependence encoded into memory network. a Two sets of typical patient pathways, largely independent, but passing through the same ward as an intermediate point in their pathways. b First-order representation of a without any memory (c) Memory network representation a, whereby a physical node network maps to state nodes, which encode transitive dependence of the patient pathways and constrain a random walkers movement