Robust matrix estimations meet Frank–Wolfe algorithm
Robust matrix estimations meet Frank–Wolfe algorithm
We consider estimating matrix-valued model parameters with a dedicated focus on their robustness. Our setting concerns large-scale structured data so that a regularization on the matrix's rank becomes indispensable. Though robust loss functions are expected to be effective, their practical implementations are known difficult due to the non-smooth criterion functions …