A generalization of the Hoeffding identity to the multidimensional case is
obtained extending earlier results of Yu (1993), Quesada-Molina (1992) and
others. Some applications are given. New concepts of multivariance, multico
rrelation and a set of positive multicorrelated random variables are introd
uced.