A bivariate semi-Pareto distribution is introduced
and characterized using geometric minimization.
Autoregressive minification models for bivariate random
vectors with bivariate semi-Pareto and bivariate Pareto
distributions are also discussed. Multivariate
generalizations of the distributions and the processes are briefly indicated.