Fig. 6. Learning curves for the 6 classes of molecular interactions computed using the LODE(1,1) representation. The curves indicate that all interactions can be learned with comparable efficiency and that the accuracy of the model is limited by the small number of available reference structures. Interactions between charged molecules, that have a formal connection with the form of the multi-scale features, can be learned effectively with a small number of training samples.