Inspired by the analysis of variance (ANOVA) decomposition functions, we propose a Gaussian-uniform mixture model on high-dimensional torus which relies assumption that function wish to approximate can be well explained limited variable interactions. We consider three approaches, namely wrapped Gaussians, diagonal and products von Mises distributions. The sparsity is ensured fact its summands a...