Sentence examples for methods of regularization from inspiring English sources

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.

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].

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

The study was mostly based on degree theories for appropriate classes of operators and the usual method of regularization by means of the duality operator; see [6 10].

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.

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

Using the method of regularization and monotone iteration technique, we obtain the local existence of solutions to the Dirichlet initial boundary value problem.

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.