The term "penalization of" is correct and usable in written English.
It is typically used to refer to the process of punishing someone or something for an infraction or violation of a law or rule. For example, "The student was subjected to the penalization of a suspension after he was caught cheating on the exam."
It can be seen that the penalty on outliers is increasing with p. Indeed, as p→0 the penalty of the corresponding cost function on non-zero values approaches l0-norm cost function (where any non-zero value is equally penalized and there is no penalization of larger values).
In the C 1 norm minimization, larger entries are penalized more heavily than smaller ones, unlike the more democratic penalization of the C 0 norm.
MR. FERRER -- This isn't a penalization of Wall Street.
Asked about the possible penalization of Cypriot depositors, Mr. Dijsselbloem said "all elements" would be under discussion as part of a bailout package for the island that should be ready sometime in March.
Adding a parameter for the penalization of rare terms follows.
where c > 0 is a constant that controls the penalization of the disagreement among neighbors.
Such measure decreases the over-penalization of errors caused by fine textures.
To the horror of people like Peter Hitchens, the cutbacks could lead to the de facto creeping in of "de-penalization" of some drug offenses, which is a truncheon's width away from decriminalization.
Others argue that this is superfluous because the effect of unreliable measurements in multivariable models will be diluted, i.e. self-penalization of unreliable predictors.
To prevent potential over-penalization of hairpin sequences when combining correlated descriptors, we determined the independence (orthogonality) of all descriptors in the S < 1 fraction by calculating Cohen's kappa [ 41] for each combination of descriptors.
The observed MS levels are higher than FC levels due to the absence of penalizations of outputting more biclusters than the number of planted biclusters.
