Sentence examples for how regularization from inspiring English sources

More specifically, this article draws upon the informal community of Zatra in the city of Peja/Peč in western Kosova as a case study of how regularization and neighborhood upgrading occurs in Kosova.

Our results show how regularization can be used to avoid overfitting, leading to calibrated models with better generalizability.

Further details about how regularization parameters are inferred from the data are given in the supporting information, File S1.

In this section we utilize the bias-variance decomposition of the prediction error and show when and how regularization can lead to smaller prediction error.

What's crucial is that the process gives the same answer no matter how the regularization starts out.

We therefore applied the line current model of Olsen (1996) to Swarm satellite magnetic data and investigated how different regularization methods affect the model results.

This work will illustrate how Tikhonov regularization could optimize the PFE acceptably in the North Sea reservoir and ultimately the optimized PFE will be employed in the F3 reservoir to estimate the porosity distribution of the various seismic sections and finally the quality of the implemented model will be compared with results of a conventional method.

The present paper identifies several relationships which illustrate how the different regularization options fit together to form a general framework.

In our prior work, we applied LASSO in our linear steady-state ODE model to produce a parsimonious regulatory network that is optimal as tested by cross-validation, and we showed how the LASSO regularization operator could be extended to incorporate prior network information [ 17].

In this article we evaluate how urban land tenure regularization practices are conducted in Namibia, and to compare new formal procedures, designed to address problems of efficiency and efficacy, to older existing procedures, supposedly not efficient or effective.

Next, in order to avoid the Lipschitz condition we will show how to find a regularization parameter at every iteration such that the sequence converges to a solution of (GVI).