computationally exhaustive

USAGE SUMMARY

The phrase "computationally exhaustive" is correct and usable in written English.
It can be used to describe a process or method that requires extensive computational resources or time to complete. Example: "The algorithm is computationally exhaustive, making it impractical for large datasets."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

So as to examine the properties of the lineal path function during computationally exhaustive compression and reconstruction processes, we start with an acceleration of the lineal path evaluation, namely by porting part of its code to a graphics processing unit using the CUDA (Compute Unified Device Architecture) programming environment.

Computational Materials Science

The frequency domain estimation of SID presented in [10] makes the process computationally exhaustive by using DFT.

EURASIP Journal on Wireless Communications and Networking

The optimization of such a user assignment can only be attained by a computationally exhaustive search, which calls for greedy suboptimal approaches.

EURASIP Journal on Wireless Communications and Networking

Although these approaches have succeeded in providing better results, they are usually computationally exhaustive, hard to implement, or use particular assumptions either on the noisy data or on the class of the data estimator.

EURASIP Journal on Advances in Signal Processing

A PER-reception model obtained from a detailed PHY layer model is more computationally exhaustive and improves the accuracy of the vehicular communication system, instead of the pre-built SNR threshold model usually used in a typical network simulator [24].

EURASIP Journal on Wireless Communications and Networking

In order to avoid computationally exhaustive one-step searches, network reconstruction has been tackled by others using a variety of methods, such as heuristic combinatorial optimization algorithms [17], efficient linear programming algorithms using sparsity constraints [3] or Boolean network modelling [18].

Journal of Mathematics in Industry

Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

In order to avoid specificity in classifier strength determination, eight different approaches are applied, including the computationally costly "exhaustive search" together with the leave-one-out technique.

Expert Systems with Applications

In addition to being extremely computationally intensive, exhaustive evaluation of all possible pairwise (SNP-SNP) interactions among GWAS data comes with an extraordinary loss of power due to the extremely large number of statistical tests being performed.

Plosone

This could allow much more efficient optimization analysis through using mathematical programming techniques such as linear programming or integer programming (Wolsey 1998), rather than the computationally intensive exhaustive or heuristic methods currently employed in the LUSO framework.

AoB PLANTS

In addition to being extremely computationally intensive, exhaustive evaluation of all possible SNP-SNP interactions among GWAS data comes with an extraordinary loss of power due to the extremely large number of statistical tests being performed.

BioData Mining

However finding the optimal balance is computationally intensive with exhaustive search quickly becoming prohibitively large even for relatively small products.

European Journal of Operational Research

Expert writing Tips

Best practice

When describing a computational task, quantify the 'exhaustiveness' by providing specific metrics such as processing time, memory usage, or the number of iterations involved. This adds clarity and impact to your description.

Common error

Avoid using the term "computationally exhaustive" loosely. Ensure that the process truly explores a very large solution space or requires significant computational resources. Otherwise, consider more precise terms like "computationally intensive" or "resource-demanding".

Linguistic Context

The phrase "computationally exhaustive" functions as an adjective phrase that modifies a noun, describing a process or method. It indicates that the process requires a significant amount of computational resources or time. Ludwig AI confirms its correct usage in various scientific contexts.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "computationally exhaustive" is a grammatically sound adjective phrase used to describe processes that demand extensive computational resources. While confirmed by Ludwig AI as accurate, its frequency is uncommon and predominantly found in scientific contexts. When using the term, ensure you're accurately conveying the resource demands of the process and consider alternatives like ""computationally intensive"" or ""computationally expensive"" for nuanced emphasis. As demonstrated by Ludwig, it’s crucial to quantify the extent of exhaustiveness for clarity and avoid overgeneralization. The term is most impactful when precision is key, aligning with its formal and scientific register.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Focuses more on the intensity of computation required, highlighting the resource demands.

computationally expensive

Emphasizes the cost (in terms of resources or time) associated with the computation.

computationally demanding

Stresses the high requirements placed on computational resources.

resource-intensive computation

Highlights the significant resources required, shifting the focus from 'computation' to 'resources'.

computationally heavy

An informal way to describe high computational load.

computationally complex

Refers to the intricacy and complexity of the computation itself.

computationally prohibitive

Implies that the computation is so expensive it's not feasible.

algorithmically intensive

Highlights the complexity and intensity of the algorithm involved.

high-workload computation

Focuses on the large amount of processing needed.

time-consuming computation

Stresses the duration required for the computational process.

FAQs

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

You can use "computationally exhaustive" to describe an algorithm or process that requires significant computational resources. For instance, "The brute-force method is "computationally exhaustive", making it unsuitable for real-time applications".

What are some alternatives to "computationally exhaustive"?

Alternatives include "computationally intensive", "computationally expensive", or "computationally demanding", depending on the specific aspect you want to emphasize.

When is it appropriate to use "computationally exhaustive" versus "computationally intensive"?

"Computationally exhaustive" implies a thorough, but potentially resource-heavy, exploration of all possibilities. "Computationally intensive", by contrast, simply means a large amount of computation is required, without necessarily implying a complete search. The former is a hypernym of the latter, meaning that computationally exhaustive is also computationally intensive.

Is "computationally exhaustive" the same as "computationally infeasible"?

No, "computationally exhaustive" means a process uses significant computational resources, while "computationally infeasible" means a process requires so many resources that it cannot be practically performed. A "computationally exhaustive" search might be possible, but very slow; a "computationally infeasible" one is beyond current capabilities.