computationally onerous

USAGE SUMMARY

The phrase "computationally onerous" is correct and usable in written English.
It can be used to describe tasks or processes that require significant computational resources or effort, often in the context of computer science or data analysis. Example: "The algorithm was deemed computationally onerous, making it impractical for real-time applications."

✓ Grammatically correct

Science

Academia

Human-verified examples from authoritative sources

Exact Expressions

5 human-written examples

This is an iterative process and is also computationally onerous.

Electric Power Systems Research

Our approach is not computationally onerous and could be implemented within existing practice management systems, running on modest desktop computing equipment to aid in an increased rate of problem list coding.

BMC Medical Informatics and Decision Making

Due to the number of pair-wise calculations needed, extant LSA is computationally onerous when m is large, limiting its use to datasets where the number of observed variables at each time point is small (< 100).

BMC Genomics

However, as is pointed out in [ 4] and [ 5], it is a computationally onerous task to actually calculate the shortest Hamming distance, which, in the most naïve setting, involves examining all possible sequential changes made to the original genotype table that alter the significance status of the table.

BMC Medical Informatics and Decision Making

Although a likelihood-ratio test for the effect of selection on codon bias is significant in both data sets (P ≪ 0.01) (for details of the test see Yang and Nielsen 2008), we estimate fitnesses only at the amino acid level and explicitly ignore selection at the synonymous codon level, as estimation of the 60 global codon-level fitnesses would be a computationally onerous task.

Genetics

Human-verified similar examples from authoritative sources

Similar Expressions

55 human-written examples

For particularly onerous runs (e.g. gene gene interaction set tests), where it may not be practical to run the more computationally expensive LR test, our efficient (and exact) score test can run about 2000 times faster on WTCCC data than score test algorithms currently available in statistical software, and ∼200 times faster than our efficient LR test.

Bioinformatics

It's not onerous.

The New York Times - Food

That is onerous.

Cornell University

Nothing particularly onerous there.

The Economist

Reporting requirements are onerous.

The Economist

Making tantalum is similarly onerous.

The Economist

Expert writing Tips

Best practice

When describing algorithms or processes, use "computationally onerous" to clearly convey that they require significant computational resources, which may impact feasibility or performance.

Common error

Be precise in your language. "Computationally onerous" indicates high resource demands, whereas "computationally impossible" means the task cannot be completed regardless of resources. Avoid exaggeration; if a task is merely difficult, don't suggest it's impossible.

Linguistic Context

The phrase "computationally onerous" functions as an adjective phrase modifying a noun, typically describing a task, algorithm, or process. As Ludwig AI suggests, it indicates that the subject requires significant computational resources.

Expression frequency: Rare

Frequent in

Science

60%

Academia

40%

News & Media

0%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "computationally onerous" is a phrase used to describe tasks or processes demanding significant computational resources. Ludwig AI confirms its correctness and suitability for formal writing, especially in scientific and academic contexts. While synonyms like "computationally intensive" or "computationally demanding" exist, using "computationally onerous" specifically emphasizes the burdensome aspect of the computation. Remember to use this phrase when accuracy and technical detail are essential, and avoid confusing it with terms that suggest impossibility rather than just difficulty.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally demanding

This alternative directly replaces "onerous" with "demanding", emphasizing the high resource requirements.

computationally intensive

This emphasizes the significant computational processing needed.

computationally burdensome

This alternative emphasizes the heavy load of the computation.

computationally expensive

This highlights the cost, in terms of resources, associated with the computation.

computationally heavy

This alternative emphasizes the weight of the computation.

computationally challenging

This highlights the difficulty and complexity of the computation.

computationally prohibitive

This indicates that the computational demands are so high as to prevent practical use.

resource-intensive computation

This alternative shifts the focus to the resource aspect of the computation.

complex computational task

This alternative shifts to describe the task with complexity.

difficult to compute

This alternative simplifies the phrasing, focusing on the difficulty.

FAQs

How can I rephrase "computationally onerous"?

You can use alternatives such as "computationally demanding", "computationally intensive", or "computationally expensive" depending on the specific context.

In what contexts is "computationally onerous" typically used?

The phrase is typically used in scientific and academic contexts to describe algorithms or processes that require significant computational resources, making them challenging to implement or scale.

Is "computationally onerous" the same as "computationally complex"?

While related, they are not identical. "Computationally complex" refers to the inherent difficulty of the problem, whereas "computationally onerous" emphasizes the high resource requirements, regardless of the problem's inherent complexity.

How does the use of "computationally onerous" impact the tone of writing?

Using "computationally onerous" adds a formal and technical tone, making it suitable for academic papers, technical reports, and scientific discussions.