computationally challenging

USAGE SUMMARY

The phrase "computationally challenging" is correct and usable in written English.
You can use it to describe a task or problem that requires significant computational resources or complex algorithms to solve. Example: "The new algorithm is computationally challenging, requiring advanced processing power to achieve optimal results."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

However, this tri-level problem is computationally challenging.

Reliability Engineering & System Safety

However, verifying the null space condition is known to be computationally challenging.

EURASIP Journal on Advances in Signal Processing

In addition, the computation of such functionals is usually extremely difficult and computationally challenging.

EURASIP Journal on Wireless Communications and Networking

These complexities are not just physically based, but also computationally challenging.

International Journal of Fatigue

The corresponding initial boundary value problems are both numerically and computationally challenging.

Journal of Computational Physics

Additionally, using hydrodynamic models to map floodplain over large stream network can be computationally challenging.

Journal of Hydrology

The history-matching task is well known to be technically and computationally challenging.

Journal of Petroleum Science and Engineering

The statistical inference in a high-dimensional parameter space is however conceptually and computationally challenging.

Mathematical Biosciences

However, accurately characterizing and modeling protein conformational ensembles remain experimentally and computationally challenging.

Methods in Enzymology

While this optimization has analytical solution for very simple models, it can be in general computationally challenging.

Journal of Internet Services and Applications

Obtaining a converged solution for a resonant 3-body system for longer than 200 crossing times, is still computationally challenging.

Computational Astrophysics and Cosmology

Expert writing Tips

Best practice

Clearly define why a task is “computationally challenging” by specifying the limiting factors, such as data size, algorithm complexity, or processing power.

Common error

Avoid using “computationally challenging” as a vague descriptor. Always provide specific details about what makes the computation difficult, such as the scale of the data or the complexity of the algorithm.

Linguistic Context

The phrase "computationally challenging" primarily functions as an adjective phrase modifying a noun. It describes the degree of difficulty associated with a computational task or problem. As Ludwig AI suggests, the phrase is acceptable and widely used.

Expression frequency: Very common

Frequent in

Science

93%

News & Media

4%

Formal & Business

3%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "computationally challenging" is a widely used and grammatically correct term to describe tasks or problems that demand significant computational resources or complex algorithms. As Ludwig AI explains, it is considered correct and usable in written English. It is most prevalent in scientific and technical contexts, where it serves to highlight the complexities involved in specific computational endeavors. When using this phrase, ensure you provide sufficient context to explain what makes the computation particularly difficult.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally demanding

Focuses on the resource intensity required for computation.

computationally intensive

Highlights the significant computational power needed.

computationally expensive

Emphasizes the high cost in terms of computational resources.

computationally complex

Stresses the intricate nature of the computations involved.

computationally heavy

Indicates a significant load on computational resources.

computationally prohibitive

Suggests the computational requirements are too high to be practical.

difficult to compute

A more general way of expressing computational difficulty.

hard to process

Focuses on the difficulty in processing the data or information.

resource-intensive computation

Highlights the high consumption of resources.

algorithmically challenging

Highlights the difficulty in designing efficient algorithms.

FAQs

What does "computationally challenging" mean?

The phrase "computationally challenging" describes a problem or task that requires substantial computational resources, complex algorithms, or significant processing power to solve effectively.

What are some synonyms for "computationally challenging"?

Alternatives include "computationally demanding", "computationally intensive", "computationally expensive", and "computationally complex". Each alternative emphasizes a slightly different aspect of the challenge.

When is it appropriate to use the phrase "computationally challenging"?

Use "computationally challenging" when you want to emphasize that a problem is difficult to solve due to its computational requirements. This is common in scientific research, engineering, and computer science contexts.

What makes a problem "computationally challenging"?

Problems become "computationally challenging" due to factors like large data sets, complex algorithms, real-time processing requirements, or the need for high precision in calculations. These factors increase the demand on computing resources.