Before revision:  We implement this multi-family strategy by co-estimating their inverse covariance matrices  subject to the constraint that these matrices shall have similar patterns to some degree.
After revision:  We implement this multi-family strategy by co-estimating their inverse covariance matrices of the Gaussian distributions subject to the constraint that these matrices shall have similar patterns to some degree.