computationally cumbersome

USAGE SUMMARY

The phrase "computationally cumbersome" is correct and usable in written English.
It can be used to describe a process or task that requires significant computational resources or is inefficient in terms of computation. Example: "The algorithm was deemed computationally cumbersome, leading to longer processing times than anticipated."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

23 human-written examples

This random search can be computationally cumbersome in cases involving segmentation of multiple structures.

Computer Vision and Image Understanding

Unlike conventional optimization, the number of function evaluations in RDO is significantly more which often renders it time consuming and computationally cumbersome.

Applied Mathematical Modelling

The calculation of spherical harmonic expansion coefficients requires integration over the full sphere and can be a computationally cumbersome and also numerically sensitive (with respect to the integration weights) procedure.

Journal of Molecular Graphics and Modelling

Accounting for these variations explicitly is computationally cumbersome, but it is shown how higher order product densities or averages of the actual number density provide information about the age interactions.

Chemical Engineering Science

This feature is an important advantage since most of the existing analysis methods apply mainly to single-degree-of-freedom systems and their extension to higher dimensions is difficult and computationally cumbersome.

Journal of Sound and Vibration

Although implementing general type-2 fuzzy systems is generally computationally cumbersome, by using a recently introduced plane representation, GT2FLS can be regarded as a combination of several interval type-2 fuzzy logic systems (IT2FLS), each with its own corresponding α level and linguistic rules can directly be incorporated into the controller.

Electric Power Systems Research

Human-verified similar examples from authoritative sources

Similar Expressions

37 human-written examples

● Computationally burdensome and cumbersome to use even for relatively straightforward practical situations.

Environmental Systems Research

Though methodically simple, it is not an attractive way of prediction from the practical point of view: the size of the matrices needed for BE calculation is too large, thus their inversion is very cumbersome and computationally intensive.

Journal of Sound and Vibration

While nonlinear machine methods have been widely used in environmental forecasting, in situations where new data arrive continually, the need to make frequent model updates can become cumbersome and computationally costly.

Journal of Hydrology

These types of group-based filterings can be cumbersome and computationally very demanding for other types of analysis strategies, but with the canvasDB it can be executed using one single R command.

Database : the journal of biological databases and curation

In contrast SVMs do not provide any methods for automatic parameter optimization, so all free parameters must be either set heuristically or optimized by cumbersome and computationally demanding methods, such as nested cross-validation, ultimately allowing for only a very limited number of parameters to be learned from the data.

Human Brain Mapping

Expert writing Tips

Best practice

When using "computationally cumbersome", quantify the impact by specifying the increased processing time, memory usage, or energy consumption. This provides context and emphasizes the severity of the computational burden.

Common error

Avoid using "computationally cumbersome" when a simpler, more efficient solution is readily available. Ensure genuine computational difficulty justifies the use of the phrase.

Linguistic Context

The phrase "computationally cumbersome" primarily functions as an adjective phrase, modifying nouns to describe processes, algorithms, or models that require significant computational resources, leading to inefficiency or difficulty in implementation. As Ludwig AI confirms, this is an accurate and usable phrase.

Expression frequency: Common

Frequent in

Science

72%

News & Media

12%

Formal & Business

8%

Less common in

Academia

4%

Encyclopedias

2%

Wiki

2%

Ludwig's WRAP-UP

In summary, "computationally cumbersome" is a grammatically sound and frequently used phrase, predominantly in scientific and technical fields, to describe processes or algorithms that are inefficient or impractical due to high computational demands. As confirmed by Ludwig AI, the phrase is correct and widely applicable. Alternatives include "computationally intensive" or "computationally expensive". When using the phrase, consider quantifying the impact for clarity and avoid overstating the burden if simpler solutions exist. Being aware of these nuances will help you use the phrase most effectively in your writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Focuses on the high amount of computational resources required.

computationally expensive

Highlights the cost, in terms of resources, associated with the computation.

computationally demanding

Emphasizes the high demands placed on computational resources.

computationally prohibitive

Suggests the computational cost is so high as to prevent practical use.

computationally challenging

Highlights the difficulty in implementing the computation.

computationally inefficient

Focuses on the lack of efficiency in the computational process.

computationally unwieldy

Suggests the computation is difficult to handle or manage.

computationally complex

Emphasizes the intricacy of the computational process.

computationally burdensome

Highlights the load or burden placed on the computational system.

difficult to compute

A simpler, more direct way of expressing computational difficulty.

FAQs

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

You can use "computationally cumbersome" to describe algorithms, processes, or models that require significant computational resources. For example: "The simulation was deemed "computationally cumbersome" due to its high memory requirements".

What are some alternatives to "computationally cumbersome"?

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

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

While related, they aren't identical. "Computationally complex" refers to the intricacy of the computation itself, while "computationally cumbersome" implies that the process is difficult to manage or inefficient, even if not inherently complex.

When is it appropriate to use "computationally cumbersome" in technical writing?

Use "computationally cumbersome" when you want to emphasize that a particular method or algorithm is impractical or inefficient due to its high demand for computational resources such as time, memory, or processing power.