Computationally challenging

USAGE SUMMARY

'Computationally challenging' is correct and usable in written English.
You can use it to describe a task or problem that is difficult to solve with a computer, for example "The complex equations used in this project make it computationally challenging".

✓ Grammatically correct

Science

News & Media

Formal & Business

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

In academic papers, clearly define what makes a problem "computationally challenging", such as its time complexity or memory requirements.

Common error

Avoid using "computationally challenging" as a vague statement. Instead, provide specific details about the computational complexity or resource requirements of the task. For example, instead of saying "This algorithm is computationally challenging", state "This algorithm has exponential time complexity, making it "computationally challenging" for large datasets".

Linguistic Context

The phrase "computationally challenging" functions as an adjective phrase that modifies a noun, indicating that the noun (e.g., a problem, task, model) requires significant computational resources or presents difficulties in solving it with computers. As Ludwig AI confirms, it is correct and usable in written English.

Expression frequency: Very common

Frequent in

Science

89%

News & Media

5%

Formal & Business

3%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "computationally challenging" is a common and correct way to describe problems or tasks that require substantial computational resources or advanced algorithms. As confirmed by Ludwig AI, its primary function is to highlight the difficulty and complexity of a task, making it a staple in scientific and technical writing. It frequently appears in Science contexts (89%), with some presence in News & Media (5%) and Formal & Business settings (3%). When using this phrase, it's important to justify its use by providing specific details about the computational complexity involved, rather than relying on it as a vague generalization. Alternatives like "computationally demanding" or "difficult to compute" can also be used depending on the desired nuance.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

Computationally intensive

Focuses on the high volume of computation required.

Computationally demanding

Emphasizes the high requirements of the computation.

Arduous to compute

Highlights the difficulty and effort involved in the computation.

Difficult to compute

A more general term emphasizing the difficulty.

Complex computational task

Rephrases the challenge as a complex task.

Requires significant computation

Highlights the amount of computation needed.

Presents computational difficulties

Focuses on the problems that arise during computation.

Computationally prohibitive

Indicates that the computation is too expensive or time-consuming.

Computationally expensive

Emphasizes the cost (time, resources) of the computation.

Numerically challenging

Highlights the numerical aspects that make computation difficult.

FAQs

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

You can use "computationally challenging" to describe problems or tasks that require significant computational resources. For example: "The simulation of climate change is a "computationally challenging" task." or "History matching task is well known to be technically and "computationally challenging".

What are some alternatives to "computationally challenging"?

Some alternatives include "computationally demanding", "computationally intensive", or "difficult to compute". The best choice depends on the specific context.

What makes a problem "computationally challenging"?

A problem can be "computationally challenging" due to factors such as high time complexity, large memory requirements, or the need for specialized hardware or algorithms. The inherent complexity of the underlying problem also contributes.

Is "computationally challenging" the same as "computationally impossible"?

No, "computationally challenging" means a problem is difficult to solve with available resources, but potentially solvable. "Computationally impossible" implies the problem cannot be solved algorithmically, regardless of resources.