Estimation of positive definite M-matrices and structure learning for attractive Gaussian Markov Random fields

Martin Slawski, Matthias Hein

Consider a random vector with finite second moments. If its precision matrix is an M-matrix, then all partial correlations are non-negative. If that random vector is additionally G…