Sentence examples for amount of penalization from inspiring English sources

Solving this optimization problem requires the selection of an additional hyperparameter, η, that controls the amount of penalization: for large η we penalize strongly and for η = 0 we recover the maximum likelihood unregularized solution (Figure 1B).

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

The amount of penalization was objectively determined by leave-one-out cross-validation within the sample training set.

A large value of λ means a greater amount of penalization, leading to more SNPs with zero regression coefficients.

In addition, several strategies to determine the amount of penalization to be applied, i.e. to estimate the appropriate tuning factor, are explored.

However, the determination of the right amount of penalization for these methods has remained a main problem for which no satisfactory solution exists [ 20].

While it may not yield the optimal amount of regularization, it allows for selection of a mild degree of penalization without having to justify significant changes in parameter estimates.

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

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

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).