Matrix variance inequalities for multivariate distributions

We derive generalizations of the Hoeffding identity for multivariate random vectors and study some measures of dependence in the multidimensional case. In addition, we derive bounds on the covariance matrix for some multivariate distributions in the sense of Loewner ordering.