data is constrained

USAGE SUMMARY

The phrase "data is constrained" is correct and usable in written English.
It can be used when discussing limitations or restrictions on data, such as in research, analysis, or data management contexts. Example: "In this study, we found that the data is constrained by the sample size, which may affect the overall results."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

3 human-written examples

Therefore, it is possible that the convergent condition (tilde{rho}_{1} < 1) is guaranteed if the proportional learning gain Γ is properly chosen and the dropout probability of the input data is constrained as (bar{omega} < 1 - | B |_{1}| C |_{1} (| CB | + | B |_{1}| C |_{1})^{ - 1}(1 - | A |_{1})^{ - 1}), which implies that input data may not drop with higher frequency.

Advances in Difference Equations

This way, the amount of total sequenced data is constrained and each control and treatment sample is expected to be represented at an average depth 1/ n×100%%.

BMC Genomics

EADS5 for the broadband excitation data is constrained to a 1.5 ns lifetime to be consistent with the lifetime extracted from narrowband excitation signals, while the narrowband EADS6 are stable to the end of the experiment.

Biochemistry

Human-verified similar examples from authoritative sources

Similar Expressions

57 human-written examples

As mentioned in the Methods section, our data were constrained by cases to allow better comparisons of the items' difficulty.

Asia-Pacific Science Education

Fig. 5 Average distribution of behavior and affect, Genie 2 vs. Genie 3. Proportional data are constrained and tend not to be normally distributed; this was particularly the case here, with very many students having either very high or very low proportions of engagement in any one behavior or affective category.

International Journal of STEM Education

When the data were constrained to match the assumptions of the molecular clock, a single optimal phylogeny with −lnL = 21468.81106 was found.

Plosone

Data was constrained using the parameters: plateau = 0 and Y (initial) = 100 with a robust fit.

ACS Nano

For each of models (a), (b), and (d), the original fit to the control data was constrained to be balanced.

eLife

Although this approach proved to be valuable, the data were constrained by the number of participants available for interview.

BMC Health Services Research

We acknowledge further that interpretation of the data was constrained by our inability to directly compare with those studies.

Diabetes Care

In order to remove implausible data, missing cost data were constrained to be positive and length of stay was constrained to be at least three days postimputation.

BMJ Open

Expert writing Tips

Best practice

When using the phrase "data is constrained", clearly specify what is limiting or restricting the data. This provides context and enhances understanding.

Common error

Avoid using "data is constrained" without indicating the constraint. For example, instead of saying "the data is constrained", specify "the data is constrained by the sample size."

Linguistic Context

The phrase "data is constrained" primarily functions as a descriptive statement in academic or scientific writing. It indicates a limitation or restriction affecting the data. Ludwig AI indicates that this phrase is correct and usable in English.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

In summary, the phrase "data is constrained" is a grammatically sound way to indicate that data is limited or restricted in some way. As Ludwig AI confirms, it is correct and usable in English. Its primary usage context is within scientific and academic fields, where it's crucial to acknowledge factors influencing the data's scope or interpretation. Alternative phrases include "data is limited" or "data is restricted". When using this phrase, be specific about what is constraining the data to ensure clarity and transparency. While relatively infrequent, the phrase serves an important function in formal writing by highlighting potential limitations.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data is limited

Replaces "constrained" with "limited", indicating a restriction in quantity or scope.

data is restricted

Substitutes "constrained" with "restricted", emphasizing a limitation imposed by external factors.

data is bounded

Uses "bounded" instead of "constrained", suggesting that the data has defined limits or boundaries.

data is influenced

Replaces "constrained" with "influenced", highlighting that the data is affected or shaped by certain factors.

data is governed

Uses "governed" instead of "constrained", indicating that the data is controlled or regulated by specific rules or conditions.

data is shaped

Replaces "constrained" with "shaped", suggesting that the data has been formed or molded by external forces.

data is conditioned

Substitutes "constrained" with "conditioned", implying that the data's behavior or characteristics depend on certain conditions.

data is confined

Uses "confined" instead of "constrained", suggesting that the data is restricted to a specific area or scope.

data is regulated

Replaces "constrained" with "regulated", emphasizing that the data is subject to specific rules or standards.

data is determined

Substitutes "constrained" with "determined", highlighting that the data's characteristics are definitively set by certain factors.

FAQs

What does "data is constrained" mean?

The phrase "data is constrained" means that the data is limited, restricted, or influenced in some way. These constraints can arise from various factors, such as sample size, availability, or methodology.

What can I say instead of "data is constrained"?

You can use alternatives like "data is limited", "data is restricted", or "data is bounded" depending on the specific context.

How can I use "data is constrained" in a sentence?

Use "data is constrained" to indicate a limitation or restriction affecting the data. For instance, "The analysis showed that the data is constrained by a small sample size, affecting the generalizability of the findings."

What factors might cause "data is constrained"?

Data can be constrained by factors such as limited availability, methodological limitations, sample size, or specific parameters set during data collection. These constraints should be acknowledged and addressed in any analysis or interpretation of the data.