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math.NA2025
Introduction to Regularization and Learning Methods for Inverse Problems
Danielle Bednarski, Tim Roith
These lecture notes evolve around mathematical concepts arising in inverse problems. We start by introducing inverse problems through examples such as differentiation, deconvolutio…
math.NA2021★ 18 cited
Uniform Convergence Rates for Lipschitz Learning on Graphs
Leon Bungert, Jeff Calder, Tim Roith
Lipschitz learning is a graph-based semi-supervised learning method where one extends labels from a labeled to an unlabeled data set by solving the infinity Laplace equation on a w…