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A Dirichlet Process Mixture Model for Spherical Data

Julian Straub, Jason Chang, Oren Freifeld, John W. Fisher III

We introduce a nonparametric Dirichlet Process mixture model over the sphere via tangent-space Gaussian distributions. This allows modeling complex distributions on the sphere.