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Learning Rates of <i>l<sup>q</sup></i> Coefficient Regularization Learning with Gaussian Kernel

Learning Rates of <i>l<sup>q</sup></i> Coefficient Regularization Learning with Gaussian Kernel

Regularization is a well-recognized powerful strategy to improve the performance of a learning machine and l(q) regularization schemes with 0 < q < ∞ are central in use. It is known that different q leads to different properties of the deduced estimators, say, l(2) regularization leads to a smooth estimator, …