Before revision:  In order to derive Value-at-Risk bounds in the latter situations, we first improve the   bounds on copulas so as to include this additional information on the dependence structure.
After revision:  In order to derive Value-at-Risk bounds in the latter situations, we first improve the  Fr\'echet--Hoeffding bounds on copulas so as to include this additional information on the dependence structure.