Bandable Cumulant Tensors: Optimal Estimation and Applications in Non-Gaussian Data Modeling

Runshi Tang, Anru R. Zhang, Yuefeng Han +1

Higher-order cumulants capture the non-Gaussian dependence that covariance misses, but they are hard to use in high dimensions. An order-$d$ cumulant tensor has $p^d$ entries, and…