An elliptically symmetric angular Gaussian distribution

P. J. Paine, S. P. Preston*, M. Tsagris, Andrew T.A. Wood

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

33 Citations (Scopus)

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 languageEnglish
Pages (from-to)689-697
Number of pages9
JournalStatistics and Computing
Volume28
Issue number3
DOIs
Publication statusPublished - 1 May 2018
Externally publishedYes

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