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math.ST2026
Exact Generalization Error Curves of Kernel Ridge Regression for Functional Moment Estimation
Yinan Ding, Yicheng Li
Kernel ridge regression is a standard method for functional data analysis, but its exact behavior is less understood. We study tensor-product kernel ridge regression for estimating…
math.ST2024
On the Optimality of Misspecified Spectral Algorithms
Haobo Zhang, Yicheng Li, Qian Lin
In the misspecified spectral algorithms problem, researchers usually assume the underground true function , a less-smooth interpolation space of a r…