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the Tikhonov regularization parameter is accomplished either via cross-validation, or via a plug-in procedure, as follows.

Generalized cross-validation estimator

A common data-driven choice for is the minimizer of the cross-validation loss or its generalizations. For example, Grace Wahba proved that the optimal parameter, in the sense of generalized cross-validation minimizes

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