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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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computationally burdensome

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "computationally burdensome" is correct and usable in written English.
It can be used to describe tasks or processes that require significant computational resources or time to complete. Example: "The algorithm was deemed computationally burdensome, leading to delays in processing the data."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

28 human-written examples

In many cases modern variable selection techniques (such as the Lasso) can be applied which often yield comparable or even better results than classical, combinatorial variable selection techniques but are far less computationally burdensome.

We also validate heuristic algorithms against a GMA array catalog, by showing that they quickly output near GMA arrays, and then use the heuristics to find near GMA arrays when enumeration is computationally burdensome.

An exhaustive assessment of all the possible two-, three- and four-way gene-gene interactions is computationally burdensome.

Due to this small scale, it is not computationally burdensome to calculate savings thresholds for each pilot provider separately.

The exhaustive assessment of all possible two-, three-, and four-way interactions among 172 SNPs, totaling more than 36 million SNP combinations is computationally burdensome.

This tactic proved to be too computationally burdensome on large-scale problems despite its slightly better performance in finding optimal clusters.

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Human-verified similar examples from authoritative sources

Similar Expressions

32 human-written examples

CHORUS can be considered complementary to dimensionality reduction methods such as combinatorial partitioning method (CPM), multi-factor dimensionality reduction (MDR) and restricted partitioning method (RPM), which are computationally more burdensome but are sensitive to pure epistasis interactions.

And it is certainly burdensome.

News & Media

The Economist

Now it is becoming burdensome.

News & Media

The Economist

But applying for approval is still burdensome.

News & Media

The Economist

Italy's tax system is burdensome.

News & Media

The Economist
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Expert writing Tips

Best practice

When describing algorithms or processes, specify why they are "computationally burdensome". Is it due to large data sets, complex calculations, or inefficient code?

Common error

Avoid using "computationally burdensome" as a vague descriptor. Instead, provide specific details about the computational requirements and limitations to give readers a clearer understanding.

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

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "computationally burdensome" functions as an adjective phrase used to describe processes, algorithms, or tasks that require significant computational resources or time. Ludwig indicates that it's a correct and usable term.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

In summary, "computationally burdensome" is a grammatically sound and technically precise phrase used to describe processes or tasks that demand significant computational resources. Ludwig confirms its correct usage. Predominantly found in scientific contexts, the phrase serves to highlight the resource intensity of specific computations. While alternatives like "computationally expensive" and "computationally intensive" offer nuanced variations, understanding the core meaning enables effective communication in technical domains. Employ this phrase judiciously, providing context to enhance clarity and precision in your writing.

FAQs

How can I rephrase "computationally burdensome" to be more specific?

Consider alternatives like "computationally expensive", "computationally intensive", or "computationally complex" depending on the specific aspect you want to emphasize.

In what contexts is "computationally burdensome" typically used?

The phrase "computationally burdensome" is frequently used in technical fields like computer science, engineering, and mathematics to characterize algorithms or processes that demand significant computational resources.

What makes a task "computationally burdensome"?

Tasks become "computationally burdensome" due to factors such as large datasets, intricate calculations, the need for extensive simulations, or the inefficiency of the algorithm employed. All these issues increase the resources used.

Is "computationally burdensome" the same as "computationally expensive"?

While closely related, "computationally burdensome" emphasizes the amount of computation required, whereas "computationally expensive" implies a high cost in terms of resources or time. They are often interchangeable but have subtle differences in emphasis.

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Source & Trust

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Authority and reliability

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Expert rating

Real-world application tested

Most frequent sentences: