A characterisation of scale mixtures of the uniform distribution

Certain univariate symmetric distributions are representable as scale mixtures of the uniform distribution (SMU). We give a characterisation theorem for the more general multivariate spherical distributions, and illustrate by application to the multivariate exponential power distribution.