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most citedWeighted Spectral Filters for Kernel Interpolation on Spheres: Estimates of Prediction Accuracy for Noisy Data

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cs.LG2023

Adaptive Parameter Selection for Kernel Ridge Regression

Shao-Bo Lin

This paper focuses on parameter selection issues of kernel ridge regression (KRR). Due to special spectral properties of KRR, we find that delicate subdivision of the parameter int…

math.NA2023

Distributed Uncertainty Quantification of Kernel Interpolation on Spheres

Shao-Bo Lin, Xingping Sun, Di Wang

For radial basis function (RBF) kernel interpolation of scattered data, Schaback in 1995 proved that the attainable approximation error and the condition number of the underlying i…