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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
be computationally expensive when
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "be computationally expensive when" is correct and usable in written English.
It can be used when discussing scenarios or conditions under which a process or operation requires significant computational resources or time. Example: "The algorithm can be computationally expensive when processing large datasets, leading to longer execution times."
✓ Grammatically correct
Science
Table of contents
Usage summary
Human-verified examples
Expert writing tips
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Ludwig's wrap-up
Alternative expressions
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Human-verified examples from authoritative sources
Exact Expressions
2 human-written examples
This could be computationally expensive when a single evaluation is time-consuming, finite element models for example.
The minimization of the total MSE using the above equation provides solutions for E k and the Lagrangian multiplier λ, subject to the energy constraint ∑ k = 1 K ∗ E k ≤ E T. Since b p k is expressed as a function of ϵ k and E k, b T = ∑ k = 1 K ∗ b p k will be determined only after energy allocation, which could be computationally expensive, when an iterative energy calculation is required.
Human-verified similar examples from authoritative sources
Similar Expressions
58 human-written examples
Maximum likelihood methods are computationally expensive when the number of taxa is large, because the number of possible trees (for each of which the probability must be calculated) grows factorially with the number of taxa.
Encyclopedias
Molecular dynamics simulations of heat transfer in gases are computationally expensive when the wall molecules are explicitly modeled.
Both methods are computationally expensive when either the number of model parameters or the number of observed data is large.
nMDS proved to be robust in preserving inter-relationships between structures, although it is computationally expensive when the data size was increased.
Science
Doing so is computationally expensive when many clones are sweeping simultaneously in the population.
Science
One reason for this state of affairs is the fact that simulating cellular models is computationally expensive, when compared to the data processing tasks.
Science
Computing the CRBs from the previous equations may be computationally expensive, especially when the number of available channel vector estimates K is high.
However, this approach would be computationally expensive, as when meshes are closer to each other higher-resolution meshes are required.
Science
One problem is that simulation of biological shape deformations – which invariably involves solving partial differential equations on moving boundaries – can be computationally expensive particularly when the cellular deformations are not small.
Science
Expert writing Tips
Best practice
When using "be computationally expensive when", clearly specify the conditions under which the computational cost becomes significant. This provides context and helps readers understand the limitations or trade-offs involved.
Common error
Avoid vague statements about computational expense. Instead, provide specific metrics or comparisons to illustrate the magnitude of the cost. For example, mention the increase in processing time, memory usage, or energy consumption.
Source & Trust
83%
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Real-world application tested
Linguistic Context
The phrase "be computationally expensive when" functions as a qualifier, indicating under what specific circumstances a process demands significant computational resources. As Ludwig AI confirms, this construction is both grammatically correct and usable in written English. Examples from Ludwig showcase its application in scientific and technical contexts.
Frequent in
Science
100%
News & Media
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Formal & Business
0%
Less common in
Encyclopedias
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Wiki
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Reference
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Ludwig's WRAP-UP
The phrase "be computationally expensive when" serves as a critical qualifier, pinpointing the conditions under which a process becomes resource-intensive. Ludwig AI confirms its grammatical correctness and usability, primarily within scientific and technical contexts. Its main purpose is to caution against potential resource limitations or performance challenges. The use of this phrase emphasizes awareness of the trade-offs between accuracy, complexity, and computational demands. While the phrase is relatively uncommon, using precise language, providing specific metrics, and offering context are essential for its effective application.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
incur significant computational costs if
Replaces 'expensive' with the more explicit 'incur significant computational costs' and 'when' with 'if'.
are computationally demanding if
Uses "demanding" instead of "expensive", and replaces "when" with "if".
become computationally intensive under particular circumstances
Replaces 'expensive' with 'intensive' and 'when' with 'under particular circumstances'.
demand substantial computational resources when
Emphasizes the demand for resources and uses 'substantial' for a stronger impact.
require significant processing power under certain conditions
Focuses on processing power rather than direct cost and uses a more generic 'under certain conditions' instead of a specific trigger.
necessitate substantial computation when
Emphasizes the necessity of substantial computation under given conditions.
prove resource-intensive when
Highlights the 'resource-intensive' aspect, broadening the scope beyond just computation.
consume considerable processing time when
Highlights the aspect of processing time, using "consume" and "considerable" for emphasis.
entail a high computational overhead when
Focuses on the 'overhead' associated with computation, indicating an additional burden.
take a long time to compute when
Simplifies the language to highlight the time aspect of computation.
FAQs
How can I rephrase "be computationally expensive when" to sound more formal?
For a more formal tone, consider alternatives like "incur significant computational costs if", "demand substantial computational resources when", or "necessitate substantial computation when".
What does "be computationally expensive when" mean?
It means that a certain process or operation requires a large amount of computational resources, such as processing time, memory, or energy, under specific conditions.
Is it always bad if something is "computationally expensive when"?
Not necessarily. Sometimes, the increased computational cost is a trade-off for better accuracy, performance, or other desirable outcomes. The key is to understand and justify the trade-off.
What are some examples of processes that "be computationally expensive when" dealing with large datasets?
Examples include training complex machine learning models, simulating physical systems with high fidelity, or performing exhaustive searches in large solution spaces. /s/Incur+significant+computational+costs+if when dealing with a lot of data.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
83%
Authority and reliability
4.5/5
Expert rating
Real-world application tested