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

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

54 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

Nothing particularly onerous there.

The Economist

Reporting requirements are onerous.

The Economist

Making tantalum is similarly onerous.

The Economist

"Our algorithm is faster and computationally simpler," Allesina says.

The New York Times

Expert writing Tips

Best practice

When describing algorithms or processes, use "computationally onerous" to concisely indicate that they require significant computing resources. This informs readers about potential performance bottlenecks.

Common error

Avoid using "computationally onerous" when referring to tasks that are simply time-consuming or difficult for humans. This phrase specifically refers to the demand on computational resources, not general difficulty.

Linguistic Context

The phrase "computationally onerous" functions as an adjectival modifier describing a process, task, or algorithm. It signifies that the subject requires significant computational resources. As Ludwig AI confirms, it is correctly used to describe processes demanding computational resources.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, the phrase "computationally onerous" is a grammatically correct and technically precise term used to describe tasks or processes that demand significant computational resources. According to Ludwig AI, it is most commonly found in scientific and academic contexts, and its purpose is to inform about the high computational cost involved. While "computationally onerous" is not frequently used, its precise meaning makes it valuable in specific technical discussions. Consider using alternatives like ""computationally expensive"" or ""resource-intensive computation"" depending on the specific nuance you wish to convey.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Computationally expensive

Direct synonym focusing on the high cost in computational terms.

Computationally burdensome

Similar to onerous, but places greater emphasis on the burden placed on the system or user.

Resource-intensive computation

Emphasizes the substantial resources required for computation.

Computationally demanding

Highlights the high demands placed on computational resources.

Computationally intensive

Focuses on the intensity of the computation involved.

Highly complex computation

Highlights the complexity of the computational task.

Arduous computational task

Emphasizes the difficulty and effort required for the computation.

Heavy computational load

Focuses on the significant load placed on the computing system.

Strenuous computational process

Highlights the strenuous nature of the computational process.

Formidable computational challenge

Emphasizes the challenging nature of the computational task.

FAQs

How can I use "computationally onerous" in a sentence?

You can use "computationally onerous" to describe algorithms, processes, or tasks that require significant computational resources. For example: "The simulation was "computationally onerous", requiring a high-performance computing cluster".

What's a good alternative to "computationally onerous"?

Alternatives include "computationally expensive", "resource-intensive computation", or "computationally demanding". The choice depends on the specific aspect you want to emphasize.

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

While related, they aren't identical. "Computationally complex" refers to the intricacy of the algorithm, while "computationally onerous" emphasizes the high resource demand. A complex algorithm may or may not be "computationally onerous".

In what contexts is "computationally onerous" most appropriate?

"Computationally onerous" is best suited for technical or scientific contexts, especially when discussing algorithms, simulations, data analysis, or any task heavily reliant on computing power. It's a precise term for describing resource demands.