for regularization purposes

USAGE SUMMARY

The phrase "for regularization purposes" is correct and usable in written English.
It can be used in contexts related to data analysis, machine learning, or statistical modeling where regularization techniques are applied to improve model performance or prevent overfitting. Example: "We applied a penalty term to the loss function for regularization purposes, ensuring that our model generalizes well to unseen data."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

must be used for regularization purposes.

EURASIP Journal on Advances in Signal Processing

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

Furthermore, the present method avoids additional cost to globally reinitialize the level set function for regularization purpose.

Journal of Computational Physics

And for years, immigrants have been forcing their way into French churches, government offices and universities, refusing to leave without guarantees that they will be considered for "regularization".

The New York Times

Figure 2F shows the results for regularization constant c ranging between 0 and 10.

BMC Genomics

We then detail a procedure with guidelines for regularization method selection and tuning.

BMC Systems Biology

We chose the latter matrix, Ω = λ I p, for regularization.

BMC Medical Research Methodology

For regularization, we specified an SNR of 3 in the MNE software.

Cerebral Cortex

A Butterworth filter with a critical frequency of 0.40, order 5, was applied for regularization.

BMC Medical Informatics and Decision Making

We select the value for regularization via stability selection (see Supplementary Section 1).

Bioinformatics

We assess the accuracy with which the correct regulatory relationships within the networks are extracted, and consider alternative methods of regularization for the purpose of overfitting avoidance.

BMC Genomics

For our purposes, select "Regular".

WikiHow

Expert writing Tips

Best practice

When using "for regularization purposes", ensure the context clearly indicates what is being regularized and why. Specificity enhances clarity.

Common error

Avoid using "for regularization purposes" in contexts where simpler language would suffice. If the audience is not familiar with regularization techniques, consider explaining the concept more directly.

Linguistic Context

The phrase "for regularization purposes" functions as an adverbial phrase indicating the reason or intention behind an action. It clarifies the purpose of an operation or step within a process. Ludwig AI confirms this through the examples.

Expression frequency: Rare

Frequent in

Science

75%

News & Media

15%

Formal & Business

10%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "for regularization purposes" serves as a specific, technical indicator of intent, typically employed in scientific and technical contexts. As Ludwig AI confirms, it elucidates why regularization techniques are being applied, aiming to improve model performance and prevent overfitting. While grammatically sound, its use is relatively rare and concentrated within academic and research domains. For broader audiences, simpler alternatives such as "to regularize the model" or "to prevent overfitting" might be more appropriate.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

for the purpose of regularization

This alternative is slightly more formal and emphasizes the intention behind regularization.

to regularize

This version is more concise and uses the verb form of "regularization".

in order to apply regularization

This alternative is more explicit about the action of applying regularization.

with the aim of regularization

This emphasizes the goal or desired outcome of regularization.

for regularization's sake

This is a slightly more informal phrasing that still conveys the same meaning.

to achieve regularization

This emphasizes the result or accomplishment of regularization.

as a regularization method

This alternative focuses on the role of regularization as a specific technique.

for the sake of avoiding overfitting

This alternative is more specific, indicating one of the main reasons to apply regularization.

for model stabilization

This alternative highlights the function of regularization in making models more robust

to enhance generalization

This alternative focuses on improving the performance of models with unseen data.

FAQs

How can I use "for regularization purposes" in a sentence?

You can use "for regularization purposes" to explain why a certain method or technique is being applied. For example, "We added a penalty term to the cost function "for regularization purposes"."

What does "regularization" mean?

Regularization is a technique used to prevent overfitting in statistical models. It adds a penalty to the model's complexity, encouraging simpler solutions that generalize better to unseen data.

Are there less formal ways to express the same idea as "for regularization purposes"?

Yes, you could say "to regularize the model" or "to prevent overfitting" depending on the context.

When is it appropriate to use the phrase "for regularization purposes"?

It is appropriate in technical writing, scientific papers, or documentation where the audience is familiar with machine learning and statistical modeling concepts.