Computationally burdensome

USAGE SUMMARY

The phrase "Computationally burdensome" is correct and usable in written English.
It can be used to describe tasks or processes that require significant computational resources or effort to complete. Example: "The algorithm proved to be computationally burdensome, leading to longer processing times than anticipated."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

28 human-written examples

In many cases modern variable selection techniques (such as the Lasso) can be applied which often yield comparable or even better results than classical, combinatorial variable selection techniques but are far less computationally burdensome.

Journal of Cheminformatics

We also validate heuristic algorithms against a GMA array catalog, by showing that they quickly output near GMA arrays, and then use the heuristics to find near GMA arrays when enumeration is computationally burdensome.

Journal of Complexity

An exhaustive assessment of all the possible two-, three- and four-way gene-gene interactions is computationally burdensome.

BMC Medical Genomics

Due to this small scale, it is not computationally burdensome to calculate savings thresholds for each pilot provider separately.

BMC Health Services Research

The exhaustive assessment of all possible two-, three-, and four-way interactions among 172 SNPs, totaling more than 36 million SNP combinations is computationally burdensome.

BMC Medical Genomics

This tactic proved to be too computationally burdensome on large-scale problems despite its slightly better performance in finding optimal clusters.

BMC Systems Biology

Human-verified similar examples from authoritative sources

Similar Expressions

32 human-written examples

CHORUS can be considered complementary to dimensionality reduction methods such as combinatorial partitioning method (CPM), multi-factor dimensionality reduction (MDR) and restricted partitioning method (RPM), which are computationally more burdensome but are sensitive to pure epistasis interactions.

BMC Genomics

And it is certainly burdensome.

The Economist

Now it is becoming burdensome.

The Economist

But applying for approval is still burdensome.

The Economist

Italy's tax system is burdensome.

The Economist

Expert writing Tips

Best practice

When describing algorithms or models, specify why they are considered "computationally burdensome". Providing context helps readers understand the limitations and potential alternatives.

Common error

Avoid using "computationally burdensome" when the task is simply time-consuming, but not particularly resource-intensive. Ensure that the computational demands genuinely justify the descriptor.

Linguistic Context

The phrase "computationally burdensome" functions as an adjective phrase that modifies a noun, describing something that requires a significant amount of computation. Ludwig AI confirms its correct usage. It indicates that a task or process is difficult or impractical due to its high computational requirements.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "computationally burdensome" is a phrase used to describe tasks or processes that demand substantial computational resources, making them potentially impractical. Ludwig AI confirms its correct and usable nature in written English. It primarily appears in formal and scientific contexts, as evidenced by its prevalence in scientific journals and research papers. While grammatically sound, it's important to ensure the descriptor accurately reflects the computational demands of the task and consider more technical alternatives like "computationally expensive" or "computationally intensive" when appropriate.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Computationally expensive

Focuses on the cost aspect of the computation, implying high resource consumption.

Computationally intensive

Highlights the high level of computational activity required.

Resource-intensive computationally

Emphasizes the consumption of computational resources.

Computationally demanding

Stresses the high requirements placed on computational resources.

Computationally challenging

Indicates the presence of difficulties in the computation itself.

Computationally heavy

Suggests a large amount of computation is needed.

Computationally complex

Highlights the intricacy and sophistication of the computation.

Computationally inefficient

Emphasizes the sub-optimal use of computational resources.

Computationally prohibitive

Indicates that the computational cost is so high it prevents practical application.

Computationally arduous

Highlights the effort and difficulty involved in the computation.

FAQs

How can I rephrase "computationally burdensome" to sound more technical?

Consider using terms like "computationally expensive", "computationally intensive", or "resource-intensive computationally" to emphasize the technical aspect of the task.

What does it mean for a process to be "computationally burdensome"?

It means the process requires significant computational resources (e.g. processing power, memory, time) to complete, potentially making it impractical or inefficient.

When is it appropriate to use the term "computationally burdensome"?

Use "computationally burdensome" when the computational demands of a task are a significant limiting factor, impacting feasibility or efficiency compared to alternative approaches.

What are some alternatives to algorithms that are "computationally burdensome"?

Possible alternatives include heuristic algorithms, approximation methods, or algorithms optimized for specific hardware. These approaches aim to reduce computational complexity at the expense of some accuracy or generality.