There are several ways to find an invariant basis function Φ(•), which we will need to use with our replicas before applying the RBF kernel. We use a procedure outlined previously to find rotation matrices U i which align all replicas onto a common frameJaini et al. ( ). These transformed coordinates are in turn used to evaluate the kernel.