Sparse Regularization by Smooth Non-separable Non-convex Penalty Function Based on Ultra-discretization Formula

Natsuki Akaishi, Koki Yamada, Kohei Yatabe

In sparse optimization, the ${\ell }_1$ norm is widely adopted for its convexity, yet it often yields solutions with smaller magnitudes than expected. To mitigate this drawback, var…