Estimation of Covariance Matrices under Sparsity Constraints
  We prove optimal sparsity oracle inequalities for the estimation of covariance matrix under the Frobenius norm. In particular we explore various sparsity structures on the underlying matrix. 
Philippe Rigollet and Alexandre Tsybakov
math.ST stat.TH