Computationally demanding

USAGE SUMMARY

The phrase "computationally demanding" is correct and usable in written English.
You can use it to refer to tasks or processes that require significant computation such as complex calculations or complicated programming. For example, "Creating a comprehensive AI system is a computationally demanding task."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

Hence, the ML decoding is computationally demanding.

EURASIP Journal on Wireless Communications and Networking

Texture-based methods are, however, computationally demanding.

IPSJ Transactions on Computer Vision and Applications

This requires a computationally demanding optimization.

EURASIP Journal on Wireless Communications and Networking

This procedure is however computationally demanding.

International Journal of Solids and Structures

But Ciesla performed more computationally demanding, two-dimensional simulations.

Science Magazine

Once M ≥ 10, these algorithms become computationally demanding.

EURASIP Journal on Wireless Communications and Networking

However, the proposed estimation methods are computationally demanding.

EURASIP Journal on Advances in Signal Processing

Meta-heuristics are developed for solving computationally demanding RA problems.

EURASIP Journal on Wireless Communications and Networking

The backscatter component is the most computationally demanding to calculate.

EURASIP Journal on Advances in Signal Processing

VBF is also robust and less computationally demanding.

EURASIP Journal on Wireless Communications and Networking

However, dealing with large image sets is computationally demanding.

Open Geospatial Data, Software and Standards

Expert writing Tips

Best practice

Use "computationally demanding" when referring to tasks that require significant computational resources, especially in technical or scientific writing.

Common error

Avoid using "computationally demanding" in contexts where simpler terms like "complex" or "difficult" suffice. It's best suited for scenarios where computational resources are a key concern.

Linguistic Context

The phrase "computationally demanding" functions as an adjective phrase, typically modifying a noun to describe a task, process, or algorithm that requires significant computational resources. Ludwig AI confirms its correct usage.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, "computationally demanding" is a commonly used adjective phrase, predominantly in scientific and technical contexts, to describe tasks or processes that require substantial computational resources. As Ludwig AI confirms, its usage is grammatically correct and serves to highlight the resource intensity of a given operation. While suitable for formal and scientific writing, it's best to avoid its use in more informal settings where simpler alternatives may be more appropriate. When employing the phrase, ensure that the context warrants the emphasis on computational requirements, distinguishing it from mere complexity. The main contexts are in Science-related domains.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Computationally intensive

More technical synonym for "computationally demanding".

Resource-intensive

Focuses on the resources required, not specifically computation.

Requires significant processing power

Emphasizes the need for powerful processors.

Demanding on system resources

Focuses on the burden on the system as a whole.

Processor-intensive

Highlights the processor load rather than overall computation.

Puts a strain on computing resources

Emphasizes the stress placed on resources.

High computational cost

Reframes it in terms of the cost of computation.

Involves complex calculations

Focuses on the nature of the computations.

Difficult to compute

Focuses on the challenges in performing the computation.

Heavy-duty computing

Less formal way to refer to intense computation.

FAQs

How to use "computationally demanding" in a sentence?

You can use "computationally demanding" to describe a task, algorithm, or process that requires significant computational resources, such as "Machine learning model training can be a "computationally demanding" task".

What can I say instead of "computationally demanding"?

You can use alternatives like "resource intensive", "computationally intensive", or "processor intensive" depending on the specific context.

What makes a task "computationally demanding"?

A task is "computationally demanding" when it requires a large amount of processing power, memory, or time to complete, often due to complex algorithms or large datasets.

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

While a "computationally demanding" task is often complex, the term specifically refers to the amount of computational resources required, whereas "complex" can refer to the intricate nature of the task itself. A task can be complex without being exceptionally "computationally demanding".