Sentence examples for rate of penalization from inspiring English sources

As a coefficient moves away from zero, the rate of penalization is continuously relaxed until a defined threshold where the rate of penalization drops to zero.

The rate of penalization is the derivative or slope of the penalty function.

The MCP [Breheny and Huang, 2008; Zhang, 2007] is a nonconvex penalty that applies the same rate of penalization as the Lasso when the coefficients are near zero.

The MCP is implemented in the R software package grpreg, and for our analyses we set a = 30, the default (where a is a tuning parameter related to the threshold at which the rate of penalization drops).

However, given a sufficiently large penalty parameter, the Lasso will also impose heavy shrinkage on large coefficients due to the absence of tails (constant rate of penalization), leading to biased coefficient estimates (see Fig. 2).

The range of penalization factor is [2−8, 28].

Instead of seeking help, women are going underground for fear of penalization.

To address this issue, we proposed the addition of penalization terms to the original governing equations.

Now the real essence of the modification of penalization really comes up.

Hence a critical point of functional I is a solution of penalization problem (1.2).

where η is the regularization parameter that determines the amount of penalization the solution norm undergoes.