For the first time, the matrix-variate quaternion normal and quaternion Wishart distributions are derived
from first principles, i.e. from their real counterparts, exposing the relations between their respective densities
and characteristic functions. Applications of this theory in hypothesis testing are presented, and the density
function of Wilks’ statistic is derived for quaternion Wishart matrices.