Abstract
We define a distribution on the unit sphere Sd-1 called the elliptically symmetric angular Gaussian distribution. This distribution, which to our knowledge has not been studied before, is a subfamily of the angular Gaussian distribution closely analogous to the Kent subfamily of the general Fisher–Bingham distribution. Like the Kent distribution, it has ellipse-like contours, enabling modelling of rotational asymmetry about the mean direction, but it has the additional advantages of being simple and fast to simulate from, and having a density and hence likelihood that is easy and very quick to compute exactly. These advantages are especially beneficial for computationally intensive statistical methods, one example of which is a parametric bootstrap procedure for inference for the directional mean that we describe.
Original language | English |
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Pages (from-to) | 689-697 |
Number of pages | 9 |
Journal | Statistics and Computing |
Volume | 28 |
Issue number | 3 |
DOIs | |
Publication status | Published - 1 May 2018 |
Externally published | Yes |