We explore two feature maps φ : G → R F that map a molecular graph G ∈ G to a feature vector φ(G) ∈ R F , with R F the molecular vector space in which the SVM operates: (1) the MACCS structural key fingerprint and (2) the fixed-length random walk feature vector.