Sentence examples for to regularization from inspiring English sources

The error due to regularization is then dominated by the discretization error of the regularized problem and is negligible.

Therefore we study a different approach: We choose ε so small that the error due to regularization becomes negligible.

A standard approach to regularization is built on the singular system (cf. [27]) of the operator under consideration.

These key issues and challenges could be related to regularization, timely coordination, complicated decision processing, security, software radio issues and hardware constraints etc.

Besides, we find some other results such as that the data rotation with Quartimax improves over PCA, and the relative insensitivity of the approach to regularization which may be attributable to the de facto regularization performed by the ensemble approach.

Results show that the Yuan et al. method overcomes some challenges of the original TV model (discourages piecewise constant solutions and is less sensitive to regularization parameters) and outperforms the Li et al. method.

In many cases, the expression data we have does not satisfy this premise and we have to use regularization to stabilize estimates.

This leads to a regularization approach to the approximation problem and can be easily implemented by the radial basis neural network.

It should be noted here that f2 and f3 can be considered to be regularization terms to encourage sparse structures (see, for example, [ 8] for sparse structure).

Our motivation to study regularization is due to the fact that network problems lead naturally to monotone variational inequalities.

Parameter γ refers to the weight given to the regularization term.