Kernel density estimation on the torus

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Non‐parametric Regression for Circular Responses (2013, methodology): “Such an assumption is satisfied by many symmetric, unimodal densities belonging to the class of circular kernel introduced by Di Marzio et al. (2011).”
Exact risk improvement of bandwidth selectors for kernel density estimation with directional data (2013, methodology): “Recently, [11] proposed a product kernel density estimator on the q–dimensional torus and cross–validatory bandwidth selection methods for that situation.”