New method uses graph to generalize bandedness for more covariance matrix estimation problems.
problem Estimating covariance matrices in high-dimensional settings with known graph structure.
method Develops convex regularizers based on graph-guided bandedness for covariance matrix estimation.
result Generalizes bandedness to broader applications than just time or 1D space data.