The fixed-length random walk feature map. The fixed-length random walk feature vector of a molecular graph lists the number of fixed-length walks on the graph with each possible vertex-and edge-label sequence. Thereby, the molecular graph is described by the distribution of label sequences along fixed-length (equipoise ) random walks on it .