Machine-learning of atomic-scale properties based on physical principles

Michele Ceriotti, Michael J. Willatt, Gábor Csányi

We briefly summarize the kernel regression approach, as used recently in materials modelling, to fitting functions, particularly potential energy surfaces, and highlight how the li…