Existence of penalised likelihood estimates and posterior propriety of separable prior distributions for Gaussian precision matrices

Jack Storror Carter

Penalised likelihoods are often used for sparse estimation of a Gaussian precision matrix. In high dimensional settings where the matrix dimension is larger than the sample size, t…