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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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computational demand

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "computational demand" is a correct and usable expression in written English.
It is typically used to refer to the amount of computing power, time, and resources needed to solve a problem or complete a task. For example, "Increased traffic to our website has led to a significant computational demand on our servers."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Although computer intensive, resampling techniques are very easy to implement and their computational demand is no longer an issue for most applications.

Science

Plosone

The computational demand of the proposed approximate maximum likelihood (AML) estimators is investigated and compared to the computational demand of the maximum likelihood (ML) estimators without approximation.

The complexity and high computational demand of such procedures, however, has hindered its use in practice.

In this way, acceptable error levels were ensured, with minimum computational demand.

For annual rate of collapse the computational demand reductions range from 30% to two-fold.

This paper describes the investigation of two methods varying in computational demand.

The method has very low computational demand and is suitable for the design of long filters.

This is particularly good when reducing the computational demand of the DPS model.

Although LSTM achieved a lower accuracy, the memory gate allows it to make decision on all the historical information, at the cost of increased computational demand.

Science & Research

Nature

The objective of this study is to evaluate the performance of three numerical models with varying computational demand levels.

The EDFM efficient approach is capable of explicitly modeling complex fracture geometries without increasing the computational demand.

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Expert writing Tips

Best practice

When discussing the efficiency of algorithms, clearly quantify the "computational demand" using metrics like time complexity (Big O notation) or memory usage to provide concrete comparisons.

Common error

Avoid using "computational demand" interchangeably with "computational complexity". Demand refers to the resources needed in a specific instance, while complexity describes the inherent scaling behavior of an algorithm with increasing input size.

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 demand" functions as a noun phrase, typically serving as the subject or object of a sentence. It quantifies the amount of computational resources required to execute a task or process. Ludwig AI confirms this as a valid English expression.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

The phrase "computational demand" is a grammatically correct and frequently used noun phrase, primarily within scientific and academic contexts. As Ludwig AI confirms, the phrase is used to describe the amount of computing resources required for a particular task. High "computational demand" may necessitate algorithmic optimization or hardware upgrades. Related phrases include "computing requirements" and "processing load". A common error is confusing it with "computational complexity", which describes an algorithm's inherent scaling behavior. When discussing algorithms, clearly quantify the "computational demand" to enable effective comparisons.

FAQs

How can I reduce the "computational demand" of my program?

You can reduce "computational demand" by optimizing algorithms, using efficient data structures, parallelizing computations, or employing approximation techniques. Consider also hardware acceleration if applicable.

What factors contribute to high "computational demand"?

Factors contributing to high "computational demand" include complex algorithms, large datasets, high precision requirements, and real-time processing constraints.

Is "computational demand" the same as "computing requirements"?

While closely related, "computational demand" emphasizes the burden or load placed on the system, whereas "computing requirements" more broadly describes the necessary resources.

What are some alternatives to saying "computational demand"?

Depending on the context, you can use alternatives such as "computing requirements", "processing load", or "computational cost".

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Source & Trust

84%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: