Before revision:  Then we co-estimate the precision matrices by maximizing the occurring probability of all the involved sequences , subject to the constraint that the  matrices shall share similar patterns .
After revision:  Then we co-estimate the precision matrices by maximum-likelihood , subject to the constraint that the matrices shall share similar patterns .