Sentence examples for as a regularization method from inspiring English sources

In order to avoid overfitting and instead of adding a regularization parameter in the criterion, early stopping is introduced as a regularization method for HK learning, which becomes HKES (Ho Kashyap with early stopping).

As a regularization method, the Tikhonov method has been used to solve ill-posed problems in a number of publications.

In Chapter 1, we propose a regularization method for sparse estimation for estimating equations.

As large values of anisotropy lead to an ill-posed phase-field equation we present a regularization method capable of circumvent non-differentiable domains of interfacial energy.

A regularization method is thus required.

Therefore, a regularization method is extremely important.

Hence, a regularization method is needed.

In Section 3, a regularization method is investigated.

In this article, we propose a regularization method by modifying the 'kernel' to deal with the difficulty of problem (1) as follows: frac{e^{l xi 1-xx)}}{1+beta^{2}e^{2|xi|^{alpha}cos{frac{e^{l xi 1-x}}{, where β is a regularization parameter.

In a regularization method by the duality operator, we use the degree theories of Kartsatos and Skrypnik upon conditions of C as well as Browder's degree.

The viscosity method for nonexpansive mappings is essentially a regularization method of nonexpansive mappings by contractions.