computationally extensive

USAGE SUMMARY

"computationally extensive" is a correct and usable phrase in written English.
You can use it to describe a process or task that requires a large amount of computing power or takes a long time to complete. For example, "This task is computationally extensive and requires thousands of processor hours to complete."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

13 human-written examples

Also, the simulation from joint posterior distributions of models is computationally extensive, and may even be mathematically intractable.

Analytica Chimica Acta

Nonetheless, it was found that even with a GA, optimization for very large problems was computationally extensive.

Computers & Structures

Designing periodic nonuniform sampling sequences for digital alias free signal processing is a computationally extensive problem where sequential single computer based solutions could easily run for days or even weeks.

Future Generation Computer Systems

Application of the aforementioned three models in the Kuqa Depression of the Tarim Basin in western China shows that the simplified pseudo 3-D model is very efficient and less computationally extensive, and the predicted quantities and locations of petroleum accumulations approach those determined by exploration, showing these models could form a useful prospecting method.

Journal of Petroleum Science and Engineering

The HPC cluster of Johannes Gutenberg Universität Mainz, Mogon, made this computationally extensive evaluation feasible.

Journal of Cheminformatics

In addition, the expansion of the given log-likelihood function is computationally extensive and costly [4].

Journal of Modern Transportation

Human-verified similar examples from authoritative sources

Similar Expressions

47 human-written examples

This procedure is computationally more extensive than the commonly applied dummy coding procedure and, to our knowledge, has not been used in any large-scale assessment program yet.

Large-scale Assessments in Education

And it is computationally more extensive compared to developing a family-based approach.

BioMed Research International

Among programmers, + means incremented or extended, so Me++ suggests the computationally extended self".

The Guardian - Tech

The algorithm is computationally expensive due to the extensive use of the K-nearest neighbor algorithm.

EURASIP Journal on Image and Video Processing

For computationally expensive data in overview pages, Badger makes extensive use of caching to ensure that the interface remains responsive.

Bioinformatics

Expert writing Tips

Best practice

When describing a task as "computationally extensive", quantify the extent of computational resources needed to provide a clearer picture of the demand. For example, specify the processor time, memory requirements, or the complexity of the algorithms involved.

Common error

Avoid exaggerating the computational requirements of a task. If a process can be optimized or simplified without significant loss of accuracy or utility, it's better to refine the method than to label it as "computationally extensive" unnecessarily. Using precise language ensures credibility and encourages efficient solutions.

Linguistic Context

The phrase "computationally extensive" functions as an adjective phrase that modifies a noun, describing the degree to which a process or task relies on and consumes computational resources. Ludwig indicates that the phrase is used to describe something requiring considerable computational power.

Expression frequency: Uncommon

Frequent in

Science

70%

Academia

20%

News & Media

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "computationally extensive" is a grammatically correct and useful phrase, as confirmed by Ludwig AI, to describe tasks requiring significant computational resources. While not the most frequent term, it finds its primary use in scientific and academic contexts. Remember to use this phrase when you need to emphasize the high demand on computing power for a particular process. To avoid overstating, always provide clear context and quantifications of the computational requirements. For alternative phrasing, consider "computationally intensive" or "computationally demanding" for similar meanings, or "computationally expensive" to emphasize the cost.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Emphasizes the high demand on computing resources, similar to computationally extensive but focusing on the intensity of the computation.

computationally demanding

Highlights the challenging requirements for computation, suggesting the task pushes the limits of available resources.

computationally expensive

Focuses on the cost, either in terms of time or resources, associated with the computation.

computationally heavy

Suggests a significant computational load, often implying the process is burdensome.

resource-intensive computation

Highlights the use of significant resources, with computation as the area in which the resources are employed.

computationally exorbitant

Implies that the computation is excessively costly in terms of resources.

complex computational task

Highlights the complexity of the task and its reliance on computation.

algorithmically intensive

Focuses on the algorithms and high demands they place on resources.

high-workload computing

Describes computing characterized by a large amount of work or processing.

processing-intensive

Highlights the intensive use of processing power.

FAQs

What does "computationally extensive" mean?

The phrase "computationally extensive" describes a process or task that requires a significant amount of computing resources, such as processing power, memory, or time, to complete.

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

You might say, "The simulation of climate models is a "computationally extensive" task that requires supercomputers" or "Analyzing genomic data can be "computationally extensive", necessitating efficient algorithms".

What are some alternatives to "computationally extensive"?

Alternatives include "computationally intensive", "computationally demanding", or "computationally expensive". The best choice depends on the specific nuance you wish to convey.

In what fields is the term "computationally extensive" commonly used?

This term is frequently used in scientific research, computer science, engineering, and any field where complex simulations, data analysis, or modeling are performed.