Robust and Well-conditioned Sparse Estimation for High-dimensional Covariance Matrices

Shaoxin Wang, Ziyun Ma

Estimating covariance matrices with high-dimensional complex data presents significant challenges, particularly concerning positive definiteness, sparsity, and numerical stability.…