Fig. 8: Schema depicting the Euclidean distance between K2O and Rb2O in a one-hot representation (orange) and in our non-orthogonal (green) space.
From: A non-orthogonal representation for materials based on chemical similarity

The unit-sphere in compositional space, where the elementary substances reside (in both representations), is also indicated in gray as a guide to the eye.