Sentence examples for method of regularization from inspiring English sources

Among many regularization methods, Tikhonov regularization is the most commonly used method of regularization which tries to obtain regularized solution to Ax = b by choosing x to fit data b in least-square sense, but penalize solutions of large norm [49, 50].

A new method of regularization of 1D and 2D NMR relaxation and diffusion experiments is proposed and a robust algorithm for its implementation is introduced.

Therefore, this article uses the case of Zatra to present a method of regularization that other informal neighborhoods in Kosova and in other post-conflict cities could use a model.

The ill-posed inverse problem is treated with the method of regularization, since the solution of the Cagniard deHoop method is given in the form of a convolution integral, which is well known in the theory of inverse problems.

First, by making use the method of regularization and monotone iteration technique, we obtain a sequence of approximation solutions.

In this section, we apply the method of regularization and Schauder's fixed point theorem to prove the existence of solutions.

For linear discriminant, we used two methods of regularization: principal component analysis, and ridge regularization.

Variational methods of regularization are used for solving these (mathematically ill-posed) problems, they give possibility to take into account various a priori information about the desired solution.

In order to recover the object f stably and control the amplification of noise in the reconstruction, many methods of regularization were introduced including the Fourier method, singular value decomposition, etc. [2].

We assess the accuracy with which the correct regulatory relationships within the networks are extracted, and consider alternative methods of regularization for the purpose of overfitting avoidance.

In theoretical results, we have suggested a general filter regularization method of regularized solution (Section 2.2).