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math.FA2023
A Duality Approach to Regularized Learning Problems in Banach Spaces
Raymond Cheng, Rui Wang, Yuesheng Xu
Learning methods in Banach spaces are often formulated as regularization problems which minimize the sum of a data fidelity term in a Banach norm and a regularization term in anoth…
math.FA2023★ 3 cited
Sparse Representer Theorems for Learning in Reproducing Kernel Banach Spaces
Rui Wang, Yuesheng Xu, Mingsong Yan
Sparsity of a learning solution is a desirable feature in machine learning. Certain reproducing kernel Banach spaces (RKBSs) are appropriate hypothesis spaces for sparse learning m…