Sentence examples for penalization measures from inspiring English sources

Thus, adding up the MI quantities for all the genes (multiplied by 2*number of samples) and subtracting the corresponding local penalization measures effectively constitute a series of conditional independence (CI) tests, and this scheme is used for scoring using MIT.

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

We show numerically that this penalization creates a Dirac measure at the plasma-limiter interface which prevents us from defining the transport term in the usual distribution sense.

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.

For example, stepPLR combines the logistic regression criterion with a penalization of the L2-norm of the coefficients.

This penalization is added to the distance criterion to minimize.

An alternative penalization scheme is the elastic net criterion proposed by Zou and Hastie [ 22].

Other methods include using Information Criterion which measure a combination of model fit with penalization for additional classes in the model.

This is to avoid any artifactual penalization of the Dirac approach and make sure we measure the actual improvement brought by sharing information across targets.

Because some practices' relative performance ranking varied considerably based on immediate versus delayed measurement, consumers of performance rankings, such as the U.S. Center for Medicare and Medicaid Services (CMS), need to carefully consider whether such measures are stable enough to serve as a basis for financial reward or penalization.