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stat.ML2024★ 4 cited
Transfer Learning for Nonparametric Regression: Non-asymptotic Minimax Analysis and Adaptive Procedure
T. Tony Cai, Hongming Pu
Transfer learning for nonparametric regression is considered. We first study the non-asymptotic minimax risk for this problem and develop a novel estimator called the confidence th…
math.ST2024
Transfer Learning for Functional Mean Estimation: Phase Transition and Adaptive Algorithms
T. Tony Cai, Dongwoo Kim, Hongming Pu
This paper studies transfer learning for estimating the mean of random functions based on discretely sampled data, where, in addition to observations from the target distribution,…