“…In this article, we restrict the set of transformations by imposing that for any distribution there is one set of orthogonal coordinates along which the components are independent and have known univariate distributions. In the (rather different) context of bivariate symmetric distributions with different kurtosis, Hoggart et al (2003) introduced a class of distributions with a similar characteristic.…”