Sentence examples for a type of regularization from inspiring English sources

In the iterative SIRT method, choosing a certain number of iterations can be viewed as a type of regularization: in general, using few iterations will result in images with less noise, but less high-frequency details as well, while using many iterations results in images with more details but more noise as well.

A ridge type of regularization was incorporated into a variety of NSCA: Ordinary NSCA, and Partial and/or Constrained NSCA.

Note that, even under the smoothness assumption, obtaining a more or less dense set of local PSF estimates is not enough to fully characterize the blur, and a certain type of regularization and interpolation of that information to the rest of the image locations is necessary.

A popular approach has been certain type of regularization of t-test.

Rather, the patch fusion component of these algorithms serves as a type of signal model used for regularization.

Herein, three model updating techniques are considered involving different type of regularization: classical Tikhonov regularization, constitutive relation error based updating method and Bayesian approach.

This type of regularization, however, can significantly distort the solution by contributing to the broadening of peaks.

First of all, we need to address to question of which type of regularization should we use, and how to tune its parameters.

To tune parameters, we perform a grid search over a range of possible parameter values and combinations of learning algorithms (SVM or LR) and type of regularization (ℓ1 or ℓ2).

As presented previously, the type of regularization-based methods, specifically the DL method, is extensively used in practice and can be selected as a typical example to compare with the proposed method.

BAM balances the number of false detections against false non-detections by means of a special type of inferential regularization (i.e. borrowing strength across the data).