Sentence examples for through penalization from inspiring English sources

Unlike traditional FEM, the weighted B-spline finite cell method (FCM) is applied as structural analysis tool and combined with the level-set function (LSF) to take into account Dirichlet boundary condition (DBC) automatically through penalization of the displacement field.

But unlike the Lasso, which performs feature selection through penalization (soft thresholding), SNSS does it through hard thresholding.

This can be obtained at the end of computational optimization through a penalization step which gives the composite densities from 0 to 1 the values 0 or 1.

In this work, the wall boundary conditions are easily taken into account through a penalization technique, and the accuracy of the method is recovered using mesh adaptation, thanks to the potential of unstructured meshes.

It is also possible, therefore, to infer spurious conditional independence through excessive penalization of connectivity, and an objective balance is very hard to achieve.

We used L2 penalization (penalizing the squared norm of the parameter vector).

Thus, through use of penalization, we can find the subset of markers most associated with the disease.

Our results showed that GRR produced either similar or even lower prediction accuracies as compared to RR-BLUP, which indicates that marker selection by giving different degree of penalization through the application of different shrinkage effects is inadequate for the tested traits.

Theoretical and numerical examination shows that the error from penalized Neumann and Robin boundary conditions can be rigorously controlled through an a priori penalization parameter η.

The RF models employ the random subspace method (Ho, 1998) and the LASSO method (Tibshirani, 1997) inherently minimizes overfitting through L1 regularization, via penalization of the loss function.

For the relaxation method of the density design variable for TO, material properties such as the anisotropic linear elasticity coefficients, piezoelectric coefficients, and permittivity coefficients are independently interpolated through the solid isotropic material with penalization (SIMP) approach with three penalization values.