exact penalization

USAGE SUMMARY

The phrase "exact penalization" is not commonly used in written English and may not convey a clear meaning.
It could be used in contexts discussing precise or specific penalties, particularly in legal or academic discussions. Example: "The study aims to determine the exact penalization for various offenses under the new law."

Science

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

The neural networks are based on gradient descent and exact penalization and the convergence analysis is based on a control Liapunov function analysis, since the dynamical system corresponding to each neural network may be viewed as a so-called variable structure closed loop control system.

Neurocomputing

Moreover, there are practical optimization problems for which the exact penalization is not satisfied.

Vietnam Journal of Computer Science

In order to establish the exact penalization property, we need the following assumptions as given in [14].

Journal of Inequalities and Applications

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

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

BioMed Research International

All penalized regression methods require input of one or more values for the penalization parameter(s).

Genetic Epidemiology

Thus the penalization has been greatly mitigated.

The New York Times

Not [INAUDIBLE] penalization, but that's it.

Massachusetts Institute of Technology

MR. FERRER -- This isn't a penalization of Wall Street.

The New York Times

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

The Guardian - Opinion

This approach, however, has limitations, such as penalization of specific predictions (see Discussion).

Nature

This finally suggests that mixing input perturbation with smoothness-based penalization might be profitable.

Massachusetts Institute of Technology

Expert writing Tips

Best practice

When using "exact penalization", ensure the context clearly indicates that you are referring to a precisely defined or calculated penalty, especially in scientific or legal discussions.

Common error

Avoid using "exact penalization" in contexts where a general penalty or punishment is meant, as it implies a level of precision that may not be present. Use more general terms like "penalty" or "punishment" when the exact nature isn't specified.

Linguistic Context

The phrase "exact penalization" functions as a noun phrase, where "exact" modifies the noun "penalization", indicating a precise or specific form of penalty. This is supported by the Ludwig examples, which use the term within mathematical and algorithmic contexts.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

In summary, "exact penalization" is a noun phrase primarily used in scientific and mathematical contexts to describe precise penalty methods within optimization and control theory. Ludwig AI indicates that the phrase, while grammatically acceptable, is not commonly used in general English. When using "exact penalization", ensure that the context clearly requires a discussion of precisely defined penalties. Alternatives such as "precise penalty" or "specific punishment" may be suitable depending on the specific nuance you are trying to express. The phrase's formality suggests it's best suited for academic and technical writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

precise penalty

Replaces "exact penalization" with synonyms to emphasize precision in the penalty.

accurate sanction

Substitutes "exact" with "accurate" and "penalization" with "sanction", focusing on the correctness of the penalty.

specific punishment

Replaces "penalization" with "punishment" and "exact" with "specific", highlighting the definite nature of the consequence.

strict penalty

Emphasizes the severity and inflexibility of the penalty, rather than its precision.

defined penalty

Focuses on the clarity and established nature of the penalty, not necessarily its precision.

precise fine

Narrows the scope to financial penalties, highlighting the exact amount.

fixed charge

Suggests a non-negotiable fee or penalty.

determinate sentencing

A legal term referring to a fixed prison sentence.

prescribed punishment

Focuses on the punishment being officially mandated or set.

clear-cut penalty

Emphasizes the unambiguity of the penalty.

FAQs

How is "exact penalization" used in scientific research?

In scientific research, "exact penalization" typically refers to a precise method of incorporating penalty terms in optimization problems or algorithms, often involving specific mathematical formulations. Examples can be found in fields like machine learning and control theory.

What are some alternatives to using "exact penalization" in academic writing?

Depending on the specific context, you could use terms like "precise penalty", "accurate sanction", or "specific punishment" to convey a similar meaning with potentially broader understanding.

In what scenarios is the term "exact penalization" most appropriate?

The term "exact penalization" is most appropriate when discussing optimization techniques, control systems, or algorithms where a precise and mathematically defined penalty is applied to achieve a desired outcome. It is commonly used in scientific and engineering contexts.

Is "exact penalization" a commonly used term in legal contexts?

While the concept of precise penalties is relevant in legal contexts, the specific term "exact penalization" is not as commonly used. Legal discussions tend to favor terms like "determinate sentencing" or "prescribed punishment" to describe fixed or clearly defined penalties.