Sentence examples for degrees of regularization from inspiring English sources

We used variable selection via the elastic net at various degrees of regularization to associate linearly independent graph metrics with each of the three behavioural measures considered, using the MATLAB Statistics Toolbox (MathWorks; Zou and Hastie, 2005).

We hypothesize that the fact that genes in a module are roughly associated with the same biological process, ensures an optimal degree of regularization.

The crucial parameter of these methods is degree of regularization, which controls sparsity of the networks.

In Bayesian estimation, some degree of regularization is 'built in' through the specification of a prior and the associated degree of uncertainty.

From visual observation as well as examining error metrics defined in Section 5, it is clear that some degree of regularization is beneficial.

Such signal-dependent multiplicative image noise dominates the additive noise component in the data in the sense that, hence the estimate performed empirically via the application of the local statistics method [2] was used to adjust the regularization degrees of freedom (regularization factors) in all simulated DEDR-related SSP reconstruction procedures.

Applying this framework for a comparative analysis of 5 different land subdivision practices – each relying on a different land-related act – we conclude that the degree of regulation and regularization is perhaps not so much a solution for urban land tenure problems but more of a problem in itself.

Any other feasible adjustments of the DEDR degrees of freedom (the regularization parameters,, and the weight matrix A) provide other possible DEDR-related SSP reconstruction techniques, that we do not consider in this paper.

The second test is conducted on a one degree-of-freedom vibro-impact system with a very stiff regularization of the impact law.

Although the effect of regularization is small at low SH degree, it is already present.

This point is illustrated using the Bayesian interpretation of regularization.