early stopping for

USAGE SUMMARY

The phrase "early stopping for" is correct and usable in written English.
It can be used in contexts related to machine learning or optimization, where it refers to halting a process before it completes to prevent overfitting or to save resources. Example: "The model showed signs of overfitting, so we implemented early stopping for better performance."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

25 human-written examples

OLLAWV uses early stopping for controlling the size of the margin instead of the regularization term.

Applied Soft Computing

Biometrics 1982 38 143 151] allows early stopping for either sufficient activity or lack of activity.

Contemporary Clinical Trials

Because the study is minimal risk, there is no plan for early stopping for futility.

Annals of Intensive Care

The algorithm cooperation and early stopping for NN-GARCH processes are given in Bildirici and Ersin (2009).

Petroleum Science

The group sequential design has been well understood and widely applied in designs of late phase clinical trial to enable potentially early stopping for efficacy or futility.

Contemporary Clinical Trials Communications

The results show the limits of early stopping for regularization with respect to the generalization error estimation and the drawbacks of low level hyperparameters such as a number of iterations.

Pattern Recognition Letters

Human-verified similar examples from authoritative sources

Similar Expressions

35 human-written examples

The early stop for Fisichella was a stroke of genius.

The Guardian - Sport

An early stop, for the Election Night schmoozer, was an event organized by the Hevesi campaign.

The New Yorker

The EAST TO EDINBURGH festival at 59E59 Theaters is an early stop for some of the shows that will later travel to the Fringe.

The New York Times

Button was in the fight with the Red Bulls for a podium finish thanks to an inspired call to make an early stop for intermediate tyres just after the safety car pulled in on lap 10. Williams drivers Valtteri Bottas and Felipe Massa were sixth and seventh, ahead of the Force India of Nico Hulkenberg, Jean-Eric Vergne's Toro Rosso and Hulkenberg's team-mate Sergio Perez.

BBC

Near Regina, Saskatchewan, the fliers made their first decision regarding early stops for fuel.

Wikipedia

Expert writing Tips

Best practice

When using "early stopping for", ensure the context clearly indicates what process is being halted and the reason for the early termination. This is particularly relevant in machine learning or clinical trials where premature cessation can have significant implications.

Common error

Avoid using "early stopping for" without explicitly stating the criteria or conditions that triggered the premature halt. Ambiguity can lead to misinterpretations about the validity or reliability of the process.

Linguistic Context

The phrase "early stopping for" primarily functions as a prepositional phrase that modifies a verb or noun, indicating the reason or purpose behind an early termination or cessation of an activity. As Ludwig AI displays, it’s commonly used in scientific and technical contexts.

Expression frequency: Uncommon

Frequent in

Science

70%

News & Media

15%

Wiki

5%

Less common in

Encyclopedias

3%

Formal & Business

2%

Reference

1%

Ludwig's WRAP-UP

The phrase "early stopping for" is a prepositional phrase predominantly used in scientific and technical domains to explain the reasons behind the premature termination of a process. As Ludwig AI confirms, this phrase is grammatically correct and appears most frequently in scientific literature, with some presence in news and media. When employing this phrase, ensure that the rationale behind the early cessation is clearly articulated to avoid ambiguity. Consider alternatives such as "premature halting for" or "early termination for" for variety and context-specific precision.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

premature halting for

Replaces "stopping" with "halting", emphasizing a complete cessation of the process sooner than expected.

early termination for

Substitutes "stopping" with "termination", suggesting a formal end to the activity.

stopping prematurely for

Reorders the phrase to emphasize the premature aspect of the stopping action.

halting ahead of schedule for

Uses "halting" and adds "ahead of schedule" to reinforce the early nature of the stop.

discontinuing early for

Replaces "stopping" with "discontinuing", highlighting the cessation of a continuous action.

interrupting before completion for

Emphasizes the interruption aspect and clarifies that it occurs before the process is finished.

ceasing operation early for

Uses more formal terms like "ceasing operation" to indicate the stopping.

pausing before the end for

Suggests a temporary stop before the intended conclusion.

short stopping for

Implies a shortened or curtailed halt to an activity.

early cessation for

Replaces "stopping" with "cessation", adding a more formal tone.

FAQs

How is "early stopping for" used in machine learning?

In machine learning, "early stopping for" is a technique used to prevent overfitting by halting the training process when performance on a validation dataset starts to degrade.

What does "early stopping for futility" mean in clinical trials?

"Early stopping for futility" in clinical trials refers to halting a trial early if interim results indicate that the treatment is unlikely to be effective or beneficial.

Are there alternatives to "early stopping for"?

Yes, you can use phrases like "premature halting for", "early termination for", or "stopping prematurely for" depending on the specific nuance you want to convey.

What are the risks of "early stopping for" benefit in clinical trials?

"Early stopping for" benefit in clinical trials can lead to inflated estimates of treatment effects and potential biases if not carefully controlled for, due to the possibility of imbalances in prognostic factors.