Positive definite matrices play a central role in mathematics, physics, statistics and engineering due to their unique properties and widespread applicability.

A flexible method is introduced to model the structure of a covariance matrix C and study the dependence of the covariances on explanatory variables by observing that for any real symmetric matrix A, ...