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cs.LG2021★ 12 cited
Robust Kernel-based Distribution Regression
Zhan Yu, Daniel W. C. Ho, Ding-Xuan Zhou
Regularization schemes for regression have been widely studied in learning theory and inverse problems. In this paper, we study distribution regression (DR) which involves two stag…
cs.LG2020★ 1 cited
Estimates on Learning Rates for Multi-Penalty Distribution Regression
Zhan Yu, Daniel W. C. Ho
This paper is concerned with functional learning by utilizing two-stage sampled distribution regression. We study a multi-penalty regularization algorithm for distribution regressi…