Does the ${\ell }_1$-norm Learn a Sparse Graph under Laplacian Constrained Graphical Models?

Jiaxi Ying, José Vinícius de M. Cardoso, Daniel P. Palomar

We consider the problem of learning a sparse graph under the Laplacian constrained Gaussian graphical models. This problem can be formulated as a penalized maximum likelihood estim…