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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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computational expense

Grammar usage guide and real-world examples

USAGE SUMMARY

'computational expense' is a correct and usable phrase in written English.
You can use it to refer to the cost associated with performing a calculation or using a computer to process data. For example, "The company had to spend a considerable amount of money on computational expense to complete the project."

✓ Grammatically correct

Science

Academia

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

XiAlpha-estimates [Joachims, 2002a, Joachims, 2000b] can be computed at essentially no computational expense, but they are conservatively biased.

Reduction of dimensionality results in substantial savings of computational expense, enabling faster computation times or consideration of larger system sizes.

To reduce the computational expense, metamodels are commonly used to replace the actual expensive simulations or experiments.

The greatest challenge is computational expense.

For more complex problems, the computational expense can be prohibitive.

Additional computational expense due to the proposed modification is negligible.

Accuracy is significantly improved for similar computational expense.

It effectively reduces the computational expense of identification.

Routine use of this technique is currently limited by its computational expense.

Finally, we make significant improvements on two salient problems with many computational imaging methods: calibration effort and computational expense.

Science & Research

Nature

Therefore, each framework can output different information at different computational expense.

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Expert writing Tips

Best practice

When discussing optimization, clearly state how your changes reduce the "computational expense" and quantify the improvement with metrics like reduced runtime or memory usage.

Common error

Avoid claiming drastic reductions in "computational expense" without providing supporting evidence or benchmarks. Always back up your claims with quantifiable data.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "computational expense" functions as a noun phrase, typically serving as the object of a verb or preposition. It refers to the cost or resources required to perform a computation, as evidenced by Ludwig's examples.

Expression frequency: Very common

Frequent in

Science

76%

Academia

20%

News & Media

1%

Less common in

Formal & Business

1%

Wiki

1%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "computational expense" is a commonly used noun phrase, particularly in scientific and academic contexts, to denote the cost associated with performing computations. As Ludwig highlights, it's grammatically correct and widely accepted. When writing, ensure to quantify any claims about reducing "computational expense" with supporting data. Consider using synonyms like "computational cost" or "resource consumption" for variety. The phrase is most frequently found in scientific literature and academic papers.

FAQs

How can I rephrase "computational expense"?

You can use alternatives like "computational cost", "processing overhead", or "resource consumption", depending on the specific context.

What contributes to "computational expense"?

Factors that increase "computational expense" include algorithm complexity, data size, the need for high precision, and inefficient code.

How do I reduce "computational expense" in my code?

Techniques for reducing "computational expense" include optimizing algorithms, using efficient data structures, parallelizing computations, and employing approximation methods.

Is "computational expense" the same as "time complexity"?

"Computational expense" is a broader term that includes factors beyond just time complexity. While time complexity focuses on how runtime scales with input size, "computational expense" also considers factors such as memory usage and hardware requirements.

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Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: