Thanks to its favorable properties, the multivariate normal distribution is still largely employed for modeling phenomena in various scientific fields. However, when number of components p same asymptotic order as sample size n, standard inferential techniques are generally inadequate conduct hypothesis testing on mean vector and/or covariance matrix. Within several prominent frameworks, we pro...