Tikhonov regularization, named for Andrey Tikhonov, is the most commonly used method of regularization of ill-posed problems, and is a generalization of ridge regression.

Tikhonov regularization adds a regularization term to solve problems whose integrals are ill-posed, specifically for Fredholm integral equations of the first kind. The relationship to ridge regression is given here.

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