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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 too costly

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "computationally too costly" is correct and usable in written English.
It can be used when discussing the high resource requirements of a computational process or algorithm, indicating that it requires excessive computational power or time. Example: "The proposed algorithm is computationally too costly for real-time applications, making it impractical for our needs."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

Standard measures of the distance between curves are considered to evaluate the geometrical accuracy in planar two-dimensional meshes, but they prove computationally too costly for optimization purposes.

Unfortunately, this optimization problem is of combinatorial type and due to its global coupling of all reference coordinates would be computationally too costly to solve.

However, experimental results in Section 4.2 indicate that the regression filter order needs to be several tens of times higher than necessary to suppress the effect of the broadband disturbance in the reference signal, which can be computationally too costly.

Though it is theoretically possible to build a tree using all of those sequences, it is simply computationally too costly to do so for high-throughput processing.

Science

Plosone

The 1-step GBLUP strategy was, however, computationally too costly to be implemented in our simulations, and its additional benefits compared to the genomic scenarios simulated were therefore not evaluated.

In the previous work, we obtained the optimal τ c by stochastic simulations, but this method was computationally too costly to explore the extensive parameter space defined by the rate constants and N mol (Lee et al., 2012).

Science

eLife
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Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

ABC methods have been developed in order to obtain Bayesian posterior distributions where likelihood functions are computationally intractable or too costly to evaluate [ 5].

Although the physical model is computationally efficient, it is still too costly for incorporation directly into real-time process control.

It is too costly.

News & Media

The Economist

Too costly to maintain!

News & Media

The New Yorker

Or it would be too costly.

News & Media

The New York Times
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Expert writing Tips

Best practice

Consider the audience and context: In formal contexts, favor more precise language that quantifies the computational demands rather than simply stating it's "too costly".

Common error

Avoid using "computationally too costly" in contexts where the computational aspect is not relevant. It's a technical term and can sound out of place in general discussions.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.3/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "computationally too costly" functions as an adverbial phrase modifying a verb, adjective, or another adverb, indicating that a certain process or operation is impractical or unfeasible due to high computational demands. Ludwig AI confirms its usability in written English.

Expression frequency: Uncommon

Frequent in

Science

75%

News & Media

20%

Formal & Business

5%

Less common in

Encyclopedias

0%

Wiki

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, the phrase "computationally too costly" is a grammatically sound and useful expression for conveying that a process is impractical due to its high computational demands. It's most appropriate in scientific and technical contexts and, as Ludwig AI confirms, it is usable in written English. While it appears most frequently in scientific literature, it occasionally surfaces in news and media when discussing technology or research. Remember to consider alternatives like "computationally expensive" or "computationally intensive" based on the specific nuance you want to communicate.

FAQs

What does it mean for a process to be "computationally too costly"?

It means the resources (time, memory, processing power) required to perform a computation are excessive, making it impractical or impossible to complete within reasonable constraints.

When is it appropriate to use the phrase "computationally too costly"?

It's appropriate when discussing algorithms, simulations, or data processing tasks in technical fields like computer science, engineering, or data science where resource limitations are a concern.

What are some alternatives to "computationally too costly"?

Alternatives include "computationally expensive", "computationally intensive", or "computationally prohibitive" depending on the nuance you want to convey.

How can I avoid making mistakes when using the term "computationally too costly"?

Ensure the context is genuinely related to computational processes and that the cost is a significant factor. Avoid using it in general situations where other phrases like "too expensive" or "impractical" would be more appropriate.

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Source & Trust

83%

Authority and reliability

4.3/5

Expert rating

Real-world application tested

Most frequent sentences: