Estimating the unconstrained mean and covariance matrix is a popular topic in statistics. However, estimation of parameters Np(?,?) under joint constraints such as ?? = ? has not received much attention. It can be viewed multivariate counterpart classical problem N(????,????2) distribution. In addition to usual inference challenges non-linear among (curved exponential family), one deal with bas...