where G is the permutation group of the molecule and π is one of its elements. This technique is applicable to any representation of the molecular conformation and any base kernel K, and results in a permutationally invariant potential energy. In the present work, we use a Gaussian base kernel (often called a "squared exponential" kernel to distinguish this choice from Gaussian probability distributions) which, in terms of the interatomic distance representations, is given by: