Flexible stationary diffusion-type models are developed that can fit both the marginal distribution and the correlation structure found in many time series from, for example, finance and turbulence.

Using sufficiency arguments it is proposed to estimate the concentration parameter, κ, in the d-dimensional von Mises-Fisher distribution on the basis of the marginal distribution of the resultant ...