BLOC: A Global Optimization Framework for Sparse Covariance Estimation with Non-Convex Penalties

Priyam Das, Trambak Banerjee, Prajamitra Bhuyan

We introduce BLOC (Black-box Optimization over Correlation matrices), a general framework for sparse covariance estimation with non-convex penalties. BLOC operates on the manifold…