The two-dimensional hyperbolic distribution and related distributions, with an application to Johannsen's bean data
- 1 April 1981
- journal article
- research article
- Published by Oxford University Press (OUP) in Biometrika
- Vol. 68 (1) , 251-263
- https://doi.org/10.1093/biomet/68.1.251
Abstract
The contours of equal density of the two-dimensional hyperbolic distribution indicate that this distribution is capable of describing a very specific and simple form for departure from the two-dimensional normal distribution. One of the classical examples of two-dimensional data showing nonnormal variation is Johannsen's bean data. After a brief discussion of elementary properties of the two-dimensional hyperbolic distribution, the possibility of fitting this distribution to a set of data, obtained from Johannsen's data by a simple transformation, is considered. The two-dimensional hyperbolic distribution belongs to the class of generalized hyperbolic distributions which is shown to be closed under the formation of marginal distributions, under conditioning and under affine transformation.Keywords
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