Tensor Covariance Estimation via Kronecker-Structured Sparse Inverse Cholesky

Wentao Zhan, Matthias Katzfuss

High-dimensional multi-way (tensor) data pose significant challenges for covariance estimation due to the curse of dimensionality. We introduce a unified framework for scalable est…