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stat.ML2023★ 1 cited
Small noise analysis for Tikhonov and RKHS regularizations
Quanjun Lang, Fei Lu
Regularization plays a pivotal role in ill-posed machine learning and inverse problems. However, the fundamental comparative analysis of various regularization norms remains open.…
math.NA2023
An adaptive RKHS regularization for Fredholm integral equations
Fei Lu, Miao-Jung Yvonne Ou
Regularization is a long-standing challenge for ill-posed linear inverse problems, and a prototype is the Fredholm integral equation of the first kind with additive Gaussian measur…