ConsistentInterpolatingEnsembles viatheManifold-HilbertKernel

To this end, wedefine themanifold-Hilbert kernelfordata distributed onaRiemannian manifold. We prove that kernel smoothing regression and classification using themanifold-Hilbert kernel areweakly consistent inthesetting ofDevroyeetal.