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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
computationally burdensome
Grammar usage guide and real-world examplesUSAGE 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
Alternative expressions(15)
computationally intensive
resource-heavy
computationally expensive
computationally complex
computationally demanding
computationally heavy
computationally challenging
resource-intensive computation
difficult to compute
algorithmically complex
computationally complicated
computationally difficult
computationally costly
computationally cumbersome
computationally time consuming
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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.
Science
An exhaustive assessment of all the possible two-, three- and four-way gene-gene interactions is computationally burdensome.
Science
Due to this small scale, it is not computationally burdensome to calculate savings thresholds for each pilot provider separately.
Science
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.
Science
This tactic proved to be too computationally burdensome on large-scale problems despite its slightly better performance in finding optimal clusters.
Science
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.
Science
And it is certainly burdensome.
News & Media
Now it is becoming burdensome.
News & Media
But applying for approval is still burdensome.
News & Media
Italy's tax system is burdensome.
News & Media
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.
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.
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.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
computationally expensive
Focuses on the cost aspect of computation, emphasizing the resources required.
computationally intensive
Highlights the high amount of computation needed.
computationally demanding
Emphasizes the high requirements for computational power.
computationally heavy
Describes a process that places a large load on computational resources.
computationally challenging
Indicates the difficulty in performing the computation.
computationally complex
Highlights the intricate nature of the required computations.
resource-intensive computation
Highlights that large number of computational resources are needed.
difficult to compute
Focuses on the difficulty of the computation itself.
algorithmically complex
Emphasizes the complex nature of the algorithm.
time-consuming computation
Indicates that the computation takes a significant amount of time.
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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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.1/5
Expert rating
Real-world application tested