Fei Lu

Automatic reproducing kernel and regularization for learning convolution kernels

2025 · arXiv (Cornell University)

Learning convolution kernels in operators from data arises in numerous applications and represents an ill-posed inverse problem of broad interest. With scant prior information, kernel methods offer a natural nonparametric approach with regularization. However, a …