computationally heavy

USAGE SUMMARY

The phrase "computationally heavy" is correct and usable in written English.
It is typically used to describe tasks or processes that require significant computational resources, such as processing power or memory. Example: "The algorithm is computationally heavy, which may lead to longer processing times on standard hardware."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

49 human-written examples

Adaptive fuzzy techniques are computationally heavy to implement.

Digital Signal Processing

This method was attempted on the hardware, but was much too computationally heavy.

Cornell University

As stated before, this project was too computationally heavy to be fully implemented on an 8-bit CPU.

Cornell University

Most algorithms begin with extensive use of classical bit analysis, and thus remain computationally heavy.

Journal of Visual Communication and Image Representation

Results from the continuous model can also provide guidelines for constructing solutions to the more detailed, but computationally heavy discrete design models.

Journal of Transport Geography

This is a computationally heavy task and most of the proposed methods can be regarded as "myopic" strategies with respect to a certain loss function.

Computational Statistics & Data Analysis

Human-verified similar examples from authoritative sources

Similar Expressions

11 human-written examples

Twin experiments are presented comparing the various filters along with a free run and a non propagating scheme corresponding to an optimal interpolation to quantify the benefit of these sophisticated, but computationally heavier filters with respect to a simpler approach.

Ocean Modelling

Other proposals have been made, for example [ 21] which is more empirical and less adaptive and therefore introduces more variability in the data, and [ 17] which iteratively applies Fast Fourier Transform (FFT) to the image data and is therefore computationally heavier for high-throughput studies (tens of hours per image according to their data).

BMC Genomics

The author has retracted this article because its entire contents have been previously published by the author in another journal (Meghanathan, N.: Concordance-based Kendall's correlation for computationally-heavy centrality metrics: lower bound for correlation. J Comput Inf Technol (2017) 25:2 https://doi.org/10.20532/cit.2017.1003492).org/10.20532/cit.2017.1003492

Vietnam Journal of Computer Science

Such direct approach is computationally too heavy, especially for larger models.

IPSJ Transactions on Computer Vision and Applications

Anyhow, when several riveted joints are present, the simulation becomes computationally too heavy and usually significant restrictions to joint modelling are introduced, sacrificing the accuracy of local stiffness evaluation.

International Journal of Advanced Structural Engineering

Expert writing Tips

Best practice

When describing algorithms or processes, use "computationally heavy" to clearly communicate that significant computing resources are needed. Be specific about the type of resource, such as processing power or memory, if relevant.

Common error

Avoid solely labeling a process as "computationally heavy" without explaining why it is so. Is it due to complex calculations, large datasets, or inefficient algorithms? Providing context enhances understanding.

Linguistic Context

The phrase "computationally heavy" functions as an adjective phrase that modifies a noun (e.g., algorithm, task, process). It describes the resource demands associated with a specific computational activity. Ludwig AI confirms its correct and usable status in written English.

Expression frequency: Common

Frequent in

Science

75%

Academia

18%

News & Media

7%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "computationally heavy" is a commonly used and grammatically correct adjective phrase that describes tasks or processes requiring significant computing resources. As Ludwig AI confirms, it's a valid and useful phrase in English. Predominantly found in scientific and academic contexts, it serves to inform readers about the resource demands associated with computational activities. While alternatives like "computationally intensive" and "resource-intensive" exist, "computationally heavy" offers a direct and clear indication of the computational burden. When using this phrase, be specific about the reasons behind the computational intensity for better clarity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Emphasizes the high demand for computing power, similar to the original phrase.

computationally expensive

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

resource-intensive

Highlights the broad consumption of resources, not just computational ones.

processing-intensive

Specifically refers to the demanding nature of the processing involved.

demanding on resources

General term indicating high resource utilization.

computationally challenging

Highlights the difficulty presented by the computational task.

heavy on processing power

Specifically points out the high demand for processing capabilities.

computationally burdensome

Emphasizes the load or difficulty imposed by the computation.

algorithmically complex

Indicates the complexity of the algorithm, leading to high computational needs.

power-hungry computation

Focuses on the energy consumption of the computation.

FAQs

What does "computationally heavy" mean?

The term "computationally heavy" describes a task, process, or algorithm that requires significant computational resources, such as processing power, memory, or time, to execute efficiently. It implies that the computation is demanding and may strain system capabilities.

When should I use the phrase "computationally heavy"?

Use "computationally heavy" when you want to emphasize that a particular task or method places a substantial burden on computing resources. This is especially relevant in technical writing, scientific reports, or when discussing algorithm performance.

What are some alternatives to "computationally heavy"?

Alternatives include "computationally intensive", "computationally expensive", "resource-intensive", or "processing-intensive". The best choice depends on the specific context and what aspect you want to emphasize.

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

While related, they aren't identical. "Computationally heavy" focuses on the resources required, while "computationally complex" refers to the intricacy of the algorithm or problem. A complex algorithm might be computationally light if efficiently implemented, and vice versa.