Wishart is a distribution of positive definite matrices. However, Wishart's variance is too large for me. (I'm using it as a proposal for my M-H algorithm, and it gives very small acceptance rate when df is the same as dimension of the matrix).
So, I wonder is there any other distributions for positive definite matrices so that I can have a better control over the variance of the matrices?