Sentence examples for regularization problems from inspiring English sources

It is proved in [25] that an interpolatory network also solves certain regularization problems.

In this paper, we propose the explicit shrinkage formulas for one class of OGS regularization problems with translation invariant overlapping groups.

One may confuse that whether PBC is always good for regularization problems such as signal processing or image processing, since natural signals or images are often asymmetric.

The general form has the advantage that we can solve the various regularization problems in a unified framework using a single algorithm.

As a companion to this work we have developed a MATLAB GUI toolbox, which can be used to solve DRT regularization problems.

Therefore, for the regularization problems (4) (or (5)), the weight vector w g (or matrix W g ) is the same as |w g | (or |W g |), where |·| the point-wise absolute value.

A standard approach to deal with the nonsmoothness introduced by the nonsmooth regularizers mentioned above is to reformulate the regularization problem as a second-order cone programming (SOCP) problem [12] and use interior point-based solvers.

Many numerical methods have been proposed in the literature to solve the regularization problem.

In this paper, a hybrid splitting method is proposed for solving a smoothing Tikhonov regularization problem.

However, the l1 regularization problem has no closed-form solution, and the regularization parameter is usually selected by experience.

If K 1=K 2=1, this problem degenerates to the original ℓ 1 regularization problem (1) for the matrix case.