Uniform Scale Mixture Models with Applications to Variance Regression

Scale mixtures of uniform distributions are used to model non-normal data in both univariate and multivariate settings. In addition to providing greater modelling flexibility, the use of scale mixtures of uniforms also results in straightforward computational strategies, particularly in a Bayesian analysis where Monte Carlo methods are used.