Performance Bounds for Sparse Parametric Covariance Estimation in Gaussian Models

Alexander Jung, Sebastian Schmutzhard, Franz Hlawatsch +1

We consider estimation of a sparse parameter vector that determines the covariance matrix of a Gaussian random vector via a sparse expansion into known "basis matrices". Using the…