4 citations · 4 across the 4 of their papers we have counts for
4 papers
Dc-EEMF: Pushing depth-of-field limit of photoacoustic microscopy via decision-level constrained learning
Wangting Zhou, Jiangshan He, Tong Cai +4
Photoacoustic microscopy holds the potential to measure biomarkers' structural and functional status without labels, which significantly aids in comprehending pathophysiological co…
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…
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,…
Estimation and inference for minimizer and minimum of convex functions: optimality, adaptivity and uncertainty principles
T. Tony Cai, Ran Chen, Yuancheng Zhu
Optimal estimation and inference for both the minimizer and minimum of a convex regression function under the white noise and nonparametric regression models are studied in a nonas…