due to computational reasons

USAGE SUMMARY

The phrase "due to computational reasons" is correct and usable in written English.
It can be used when explaining limitations or constraints that arise from computational processes or capabilities. Example: "The experiment was not conducted as planned due to computational reasons that affected the data analysis."

✓ Grammatically correct

Science

Academia

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

However, it is also often desired to reduce the model size by excluding inconsequential chemical species and/or reactions for end-point applications, usually due to computational reasons.

Computers & Chemical Engineering

This characteristic was excluded due to computational reasons.

IZA Journal of Labor Economics

Due to computational reasons, a practical application of the Hough Transform on TBD is often limited to non-maneuvering targets [17, 18].

EURASIP Journal on Advances in Signal Processing

In the last step, due to computational reasons, we randomly selected 50percentt of the two-adult households, which resulted in the final sample of 1,875 two-adult households (1,051 households with children and 824 households without children).

IZA Journal of Labor Policy

Due to computational reasons, only one of the scenarios was investigated.

Genetics, Selection, Evolution

Such a reading would require the meta-class representation as discussed in Section 3.1, discarded due to computational reasons.

Bioinformatics

Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

Here, due to computational, informational, or organizational reasons, a multi-product reality is approximated by a model representation with fewer products.

International Journal of Production Economics

Rejecting the notion that the holdup is due to computational inefficiency, I will present several economic, cognitive and sociotechnical reasons why the cryptographic approach to privacy is fraught with difficulties.

Princeton University

Allele types were turned into numeric variables in the RFA due to computational limitations.

Nature

Moreover, due to computational limitations, the analysis of internal variability in this study is limited to one physical model (CESM).

Nature

Due to computational demands, this output is saved at a 5 mm resolution [23].

Plosone

Expert writing Tips

Best practice

When using "due to computational reasons", clearly specify what aspect of computation (e.g., memory, processing power, time) is the limiting factor to enhance clarity and provide context for your readers.

Common error

Avoid using "due to computational reasons" as a vague justification. Instead, provide specific details about the computational challenges, such as memory limitations or processing time constraints, to offer a more informative explanation.

Linguistic Context

The phrase "due to computational reasons" functions as an adverbial phrase, specifically a causal adjunct. It provides an explanation or reason for a preceding statement or action, indicating that computational factors are the cause. As confirmed by Ludwig AI, the phrase is usable in written English.

Expression frequency: Uncommon

Frequent in

Science

88%

Academia

12%

News & Media

0%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "due to computational reasons" is a grammatically sound and usable phrase, commonly employed in scientific and academic contexts to justify decisions influenced by computational constraints. As Ludwig AI confirms, it's a valid expression, though specificity regarding the nature of the computational limitation enhances clarity. While alternatives like ""owing to computational limitations"" and ""because of computational constraints"" exist, the core message remains consistent: computational factors played a significant role. For best practices, avoid vagueness and provide context about the specific computational challenges encountered.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

owing to computational limitations

Replaces "due to" with "owing to" and uses "limitations" instead of "reasons", emphasizing the restrictive nature of computation.

because of computational constraints

Substitutes "due to" with "because of" and "reasons" with "constraints", highlighting the restrictions imposed by computational resources.

as a result of computational demands

Replaces "due to" with "as a result of" and focuses on the "demands" that computation places on resources, leading to certain decisions.

limited by computational resources

Shifts the focus to the limitation imposed by computational resources, presenting a more direct statement of constraint.

constrained by computational complexity

Emphasizes the role of "computational complexity" as the limiting factor, useful when the difficulty of the computation is the main issue.

for computational efficiency reasons

Focuses on the goal of "computational efficiency" as the driver for certain choices or simplifications.

in light of computational expense

Highlights the "expense" associated with computation, suggesting that cost considerations are a factor.

given the computational overhead

Emphasizes the "overhead" or burden that computation adds, implying that simplification is necessary to reduce this overhead.

due to the scale of computation

Focuses on the "scale" of the computation as the reason for certain limitations or choices, relevant when dealing with large datasets or complex models.

for practical computational considerations

Highlights "practical considerations" related to computation, suggesting a focus on feasibility and real-world constraints.

FAQs

What does "due to computational reasons" mean?

The phrase "due to computational reasons" indicates that a decision, limitation, or constraint is in place because of the requirements, restrictions, or costs associated with performing computations. It often suggests that a simpler or less accurate method was chosen for feasibility.

What are some alternatives to "due to computational reasons"?

You can use alternatives like "owing to computational limitations", "because of computational constraints", or "limited by computational resources" depending on the specific context.

How can I use "due to computational reasons" in a sentence?

When using "due to computational reasons", ensure it clearly explains why a particular method, approach, or decision was made. For example, "The model was simplified due to computational reasons related to processing time."

Is "due to computational reasons" formal enough for academic writing?

Yes, "due to computational reasons" is generally suitable for academic and scientific writing. However, using more specific language like "due to memory limitations" or "due to processing time constraints" can enhance clarity and precision.