Motivated by the works of Troutt (1991, 1993) and Kotz and Troutt (199
6), we provide a multivariate definition of the vertical density repre
sentation (vdr) and calculate its value for some basic multivariate di
stributions presented in Fang et al. (1990) and Johnson (1987). Utiliz
ing the multivariate vdr and the theorem of Troutt (1993) we generaliz
e the well-known Box-Muller method to generate the basic multivariate
distributions.