Sentence examples for penalization by from inspiring English sources

We then use the fact that the continuity equation constraint can also be written as a sup penalization, by adding to the functional begin{aligned} sup _{phi in C^1 [0,1]times Omega )} -int int partial _tphi mathrm{d}varrho - int int nabla phi cdot mathrm{d}E+int phi _1mathrm{d}nu -int phi _0mathrm{d}mu, end{aligned}which is 0 in case the constraint is satisfied, and (+infty ) if not.

Selection by the LASSO method and further weight penalization by Ridge regression resulted in the final, locked algorithm, comprising 20 CAD-associated genes and 3 normalization genes in 6 meta-gene terms, where each term represents a ratio of meta-genes or meta-gene to normalization genes.

Regression has been successfully adapted to high-dimensional situations by penalization methods (review by Hesterberg, 2008), and penalized regression has been shown to outperform univariate and other multivariate regression methods in multiple genomic datasets (Bøvelstad et al., 2007).

On the other hand, Dynamic Normalization (DN) is designed to effectively control the impact of penalization generated by SMM and improve the performance with almost no extra cost.

The maximum penalization represented by living in a sub-optimal state of health is capped at 30% of the total time lived in that state.

In these simulation settings the unbiased coefficients are relatively large, so that the penalization chosen by the GIC is not sufficient to screen out irrelevant variables that are correlated with truly relevant variables.

However, when analyzing high-dimensional categorical data the main problem that there is no rationale for the choice of the amount of penalization controlled by the value of the penalty term for consistent variable selection still remains [ 20].

With respect to actually fitting the models, convergence can readily be achieved either by choosing to include a set of parameters that is known to be identifiable or by using penalization techniques as proposed by Li et al. [2009].

Conversely, the geometric constraints are imposed either by additional partial differential equations, or by penalization.

So, we proceed by penalization.

The penalization is done by a decreased σ value in the RBF.