be robust to variations

USAGE SUMMARY

The phrase "be robust to variations" is correct and usable in written English.
It can be used in contexts where you want to express that something is resilient or adaptable to changes or differences. Example: "The algorithm is designed to be robust to variations in input data, ensuring consistent performance."

✓ Grammatically correct

Science

Engineering

Data Analysis

Human-verified examples from authoritative sources

Exact Expressions

10 human-written examples

Additionally, the conclusion is still valid as the results are shown to be robust to variations of weightings and methods hence also to unsystematic failures.

Accounting, Organizations and Society

In addition, the descriptor must be fast, must be robust to variations of lighting conditions, and should be representative of head orientations in order to respect the requirements (R2) and (R3).

EURASIP Journal on Image and Video Processing

The optimized biopsy procedures are also designed to be robust to the almost inevitable needle displacement errors in clinical practice, and are found to be robust to variations in the optimization parameters as well as the training populations.

Medical Image Analysis

The method appears to be robust to variations in the tumor cell content in clinical specimens.

Plosone

These observations suggest that the embryo may be robust to variations in maternal gene expression at earlier stages of development than previously thought.

Plosone

These results were found to be robust to variations in input parameter values.

European Journal of Health Economics

Human-verified similar examples from authoritative sources

Similar Expressions

50 human-written examples

The results of our regression analyses were shown to be robust to variation in sample size.

Evolutionary Applications

Also, the study indicates that the sweeping tuneable vibration absorbers are robust to variations in the plate flexural response.

Journal of Sound and Vibration

This third preprocessing ensures that the whole algorithm is robust to variations in illumination and to the inclusion of unexpected objects in the background.

EURASIP Journal on Advances in Signal Processing

We propose an action recognition scheme based on the ordinal measure of accumulated motion, which is robust to variations of appearances.

EURASIP Journal on Advances in Signal Processing

My results are not driven by changes in maternal or city specific characteristics, and are robust to variations in specification and to the choice of control group.

Journal of Environmental Economics and Management

Expert writing Tips

Best practice

When describing the stability of a system or model, use "be robust to variations" to emphasize its ability to maintain functionality despite changes. This highlights reliability and adaptability.

Common error

Avoid claiming something is "completely" or "absolutely" robust. Instead, acknowledge the limitations by specifying the range or conditions under which it remains robust. E.g., "The algorithm is robust to variations in data up to 20%".

Linguistic Context

The phrase "be robust to variations" functions as a descriptive term, characterizing something's ability to maintain its effectiveness or stability despite changes. As per Ludwig AI, it indicates resilience to fluctuating conditions. Examples from Ludwig highlight its use in science and engineering.

Expression frequency: Uncommon

Frequent in

Science

85%

Formal & Business

8%

News & Media

7%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "be robust to variations" is a grammatically correct expression that describes something's capacity to remain effective despite changes. Ludwig AI confirms its usability in written English, especially within scientific and technical contexts. Usage examples show that it's commonly applied when referring to models, algorithms, or systems that maintain functionality despite fluctuations in inputs. Related phrases include "remain unaffected by variations" and "withstand fluctuations". When using this phrase, ensure that you accurately represent the level and conditions of robustness, avoiding overstatements. While "be robust to variations" is not a very common phrase it is frequently used in Science.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

remain unaffected by variations

Stresses the lack of impact from changes on the subject.

prove resilient to changes

Highlights an active demonstration of robustness.

maintain stability despite variations

Emphasizes the preservation of a steady state even with alterations.

withstand fluctuations

Focuses on the ability to endure changes without being negatively affected.

show insensitivity to fluctuations

Focuses on not reacting to changes.

demonstrate consistency across changes

Highlights consistent behavior regardless of changes.

resist modifications

Highlights the capacity to avoid being altered by changes.

hold firm against oscillations

Focuses on maintaining a steady state by holding firm.

tolerate diversity

Emphasizes acceptance and proper functionality despite a range of different elements.

perform reliably amidst fluctuations

Emphasizes dependable operation regardless of the intensity of oscillations.

FAQs

How can I rephrase "be robust to variations" in a sentence?

You can use alternatives like "remain unaffected by variations", "withstand fluctuations", or "prove resilient to changes" depending on the context.

In what contexts is it appropriate to use the phrase "be robust to variations"?

This phrase is appropriate in scientific, engineering, and data analysis contexts when describing systems, models, or algorithms that maintain their performance or stability despite changes or fluctuations in input or operating conditions.

What does it mean for a model to "be robust to variations"?

It means that the model's output or performance remains consistent and reliable even when the input data or parameters change within a certain range. It implies stability and adaptability.

Is "be robust for variations" grammatically correct instead of "be robust to variations"?

No, "be robust for variations" is not grammatically correct. The correct preposition to use is "to". Therefore, the proper phrase is "be robust to variations".