Too computationally intensive

USAGE SUMMARY

The phrase "Too computationally intensive" is correct and usable in written English.
It can be used to describe a task or process that requires a significant amount of computational resources, making it difficult or impractical to execute. Example: "The algorithm was deemed too computationally intensive for our current hardware, leading us to seek more efficient alternatives."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

48 human-written examples

Centralized approaches are too computationally intensive for real-time response.

IFAC Proceedings Volumes

However, kinetic simulations are still too computationally intensive for many large scale 3D simulations.

Journal of Computational Physics

Neat technology, I thought, but far too computationally intensive and wasteful of resources to ever be practical.

MIT Technology Review

More sophisticated aggregation models could not be employed as they are too computationally intensive for an inversion analysis.

Nature

However, it is still too computationally intensive to calculate representative enthalpy landscapes for multicomponent glasses of industrial interest.

Physica A: Statistical Mechanics and its Applications

However if the individual models are too computationally intensive to run in real time, then the performance of the real-time architecture is compromised.

IFAC Proceedings Volumes

Human-verified similar examples from authoritative sources

Similar Expressions

12 human-written examples

However, conventional molecular or atomic-level Brownian dynamics calculations are at present too computationally-intensive to permit thorough exploration of the effects of numerous variables.

Plosone

Very large DNN, or alternative architectures such as CNN, may simply be too computationally or storage intensive for some desired online applications, massive batch processing tasks where real-time factor is very important, or embedded systems without undergoing extensive optimization.

EURASIP Journal on Audio, Speech, and Music Processing

Unfortunately, the calculations required to describe the absurd quantum-mechanical motions and chemical reactions of large molecular systems are often too complex and computationally intensive for even the best supercomputers.

BMC Biology

The approach is iterative thus is also more computationally intensive.

BMC Medical Informatics and Decision Making

Unfortunately, pruned search very quickly becomes extremely computationally intensive if too few known texts are available: at each stage, too many candidates survive the pruning, and the search complexity grows exponentially.

University of California, Berkeley

Expert writing Tips

Best practice

When describing algorithms or models, use "Too computationally intensive" to clearly communicate that the resource demands hinder practical application. Provide specific reasons why it's too intensive, such as memory requirements or processing time.

Common error

Avoid using "Too computationally intensive" as a vague statement. Always provide context or specific details about why a process is computationally demanding. For example, specify the dataset size, algorithm complexity, or hardware limitations.

Linguistic Context

The phrase "Too computationally intensive" functions as an adjective phrase modifying a noun (usually a process, algorithm, or task). It describes the excessive computational demands associated with that noun.

Expression frequency: Common

Frequent in

Science

77%

Academia

12%

News & Media

11%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "Too computationally intensive" is a common and grammatically correct way to describe processes or algorithms that demand excessive computational resources. As Ludwig AI confirms, it is widely used in scientific, academic, and technical contexts to explain limitations or impracticalities. Common synonyms include "computationally expensive" and "resource-demanding". When using this phrase, ensure you provide specific details about the computational demands to avoid vagueness. While its usage is prominent in scientific literature, it's less frequent in general or informal contexts.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Computationally expensive

Draws attention to the high cost in terms of computation.

Computationally prohibitive

Highlights the impracticality due to computational requirements.

Too processor-intensive

Highlights the high demand on the processor.

Demands significant computational resources

Emphasizes the scale of computational resources required.

Overly taxing on computation

Emphasizes the burden placed on computational resources.

Impractical due to computational load

Highlights the impracticality stemming from the computational burden.

Unfeasibly complex to compute

Focuses on the complexity aspect making computation impractical.

Requires excessive processing power

Specifically points out the need for high processing capacity.

Exceeds computational capacity

Points out the limitations in computational capabilities.

Excessively resource-demanding

Focuses on the high resource consumption rather than specifically computational aspects.

FAQs

How can I use "Too computationally intensive" in a sentence?

You can use "Too computationally intensive" to describe a process or algorithm that requires excessive computational resources, making it impractical for certain applications. For instance, "The original algorithm was "too computationally intensive" for real-time processing, so we had to optimize it.

What are some alternatives to saying "Too computationally intensive"?

Alternatives include "computationally expensive", "resource-demanding", or "computationally prohibitive" depending on the specific context.

Is it appropriate to use "Too computationally intensive" in formal writing?

Yes, "Too computationally intensive" is appropriate for formal writing, especially in scientific, technical, and academic contexts. It clearly conveys the idea of excessive computational requirements.

What makes a process "Too computationally intensive"?

A process becomes "Too computationally intensive" when the required computational resources (such as processing power, memory, or time) exceed available resources or practical limitations, making it difficult or impossible to execute efficiently.